{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#使用方式：确保data文件夹与本notebook处于同一路径，之后直接运行即可\n",
    "#视频演示：https://www.bilibili.com/video/BV1nH4y1S7Mz/?spm_id_from=333.999.list.card_archive.click&vd_source=baacd3504f025fd0debb14fb8cadad04\n",
    "#注：为了快速得到结果，视频演示选取的部分参数较小，视频结果不代表本项目的最佳拟合结果（最佳拟合结果会在报告中给出）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_score\n",
    "from xgboost import XGBRegressor\n",
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "import optuna\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\lxyAM\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(21939, 30)\n",
      "openrank\n",
      "平均值： 247.7274424540772\n",
      "中位数： 192.62\n",
      "最小值： 0.0\n",
      "最大值： 4829.38\n",
      "标准差： 258.3425532960854\n",
      "方差： 66740.87484354072\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\lxyAM\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(21352, 30)\n",
      "openrank\n",
      "平均值： 250.46954383664294\n",
      "中位数： 196.29500000000002\n",
      "最小值： 0.0\n",
      "最大值： 2387.11\n",
      "标准差： 242.86162177467847\n",
      "方差： 58981.767331026975\n"
     ]
    }
   ],
   "source": [
    "#读取数据集，查看数据分布并进行数据清洗\n",
    "data = pd.read_csv(\"data/data.csv\")\n",
    "\n",
    "sns.distplot(data['openrank'], bins=10, kde=True)\n",
    "plt.title('Distribution of openrank')\n",
    "plt.xlabel('Value')\n",
    "plt.show()\n",
    "\n",
    "print(data.shape)\n",
    "print(\"openrank\")\n",
    "print(\"平均值：\", data['openrank'].mean())\n",
    "print(\"中位数：\", data['openrank'].median())\n",
    "print(\"最小值：\", data['openrank'].min())\n",
    "print(\"最大值：\", data['openrank'].max())\n",
    "print(\"标准差：\", data['openrank'].std())\n",
    "print(\"方差：\", data['openrank'].var())\n",
    "\n",
    "filtered_data = data[data['date'].str.contains(\"2023\")] #不能过滤验证集数据\n",
    "# 设置 openrank 值的上限和下限\n",
    "lower_bound = 1\n",
    "upper_bound = 2000\n",
    "# 使用布尔索引过滤出 openrank 值在范围内的数据\n",
    "data = data[(data['openrank'] >= lower_bound) & (data['openrank'] <= upper_bound) & (~data['date'].str.contains(\"2023\"))]\n",
    "data = pd.concat([data, filtered_data], ignore_index=True)\n",
    "\n",
    "sns.distplot(data['openrank'], bins=10, kde=True)\n",
    "plt.title('Distribution of openrank')\n",
    "plt.xlabel('Value')\n",
    "plt.show()\n",
    "print(data.shape)\n",
    "print(\"openrank\")\n",
    "print(\"平均值：\", data['openrank'].mean())\n",
    "print(\"中位数：\", data['openrank'].median())\n",
    "print(\"最小值：\", data['openrank'].min())\n",
    "print(\"最大值：\", data['openrank'].max())\n",
    "print(\"标准差：\", data['openrank'].std())\n",
    "print(\"方差：\", data['openrank'].var())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XYmZmZmYGTpK6DUkjgb2AXSLiTUnjgWnAlm0MdQtwq6TbgYiIep4keA3F3KH3A9e28XwAAmZFxC5VK0l9gB8DwyLiL5LOA1p9Ol5EvCZpe+BTFEMMPw8c20LcURQJJdu/byOGDFqvHZdgZmZmZt2F5yR1HwOB11KCtCXwcYoEYoSkTQEkrZPqLgQGtBQkIv4MNALfpNlQu5KlaYhcxR3Ap4HhwNgqbZwAHJrmCg0G9kjlzwLrS9oltbOXpK1baGslIZonqT9Qa2W89YAeEXEbcC6wQ0v1ImJ0RAyLiGFOkMzMzKw7isZlHfrqbtyT1H38H3CipKcpko7HgJcpekhuT/OFXgL+nWJ42q8l7Q+c3EKsW4CLgU1bOddoYLqkqRFxZES8Len3wPw0lK41dwB7UsxFehF4FCAdfzBwmaSBFJ/LH1EMpRsDXCXpLWAXijlWM4F/ApNq3JMNgevStQOcVaO+mZmZmZmTpO4iIpYA/9HK7t82q/tHYLtS0cPN9l8CXNKsbGRp+xvANyrvUxLyceCQGm0M4KRW9k2jmLPUvPw24LZS0bnp1bzeMS21lVZ6j8zMzMxWK92wt6cjebidrZD0gNk/AQ/UOX/JzMzMzKxLc0+SrZCImA18qFwmaVvghmZVl0TEziutYWZmZmZm7eQkybKLiBkUzygyMzMzM1vlOEkyMzMzM+vmoqna2lrWnJMks5Ideq+dLdZn+66fLdam++ZbmG/Ob76XLdYNR16VLdYuo+dliwXQ+816np1cnyVVF21sm0cW/TNbrAaULRZNb+YLlS0SzM95jUCvjPHeyHilQxp6Z4s1cUm+z/7GPdfMFquH8t37pUvzfV7nN76dLRYAke9z0aNHvvs/ou9a2WId2q9ftlh7fvvfssV6+8VnssW68qqXssWyVZOTJDMzMzOz7s6r27WJV7czMzMzMzMrcZJkZmZmZmZW4iTJOoSks0vbgyR9ZQXjHSPpA6X316RnNJmZmZlZDdHY2KGv7sZJknWUs0vbg4AVSpKAY4B3kqSI+FJ6RpOZmZmZWVZOkmyFSbpT0hRJsySNknQR0FfSNEk3AhcBm6X3F6djzpA0SdJ0SeensiGSnpZ0dYo1TlJfSQcDw4AbU4y+ksZLGpaOO1zSDEkzJX2/1K5Fki6Q9JSkxyRtsNJvjpmZmZmtcpwkWQ7HRsSOFInMKcDFwFsRMTQijgTOBP6c3p8haW9gc2AniofO7ihpRIq1OXBlRGwNzAcOiohfA5OBI1OMtyonTkPwvg/smWINl3RA2t0PeCwitgcmAMd31A0wMzMzs+7DS4BbDqdIOjBtf5Ai0alm7/R6Mr3vn455EZgTEdNS+RRgSI1Yw4HxEfEyQOq5GgHcCbwN/KYU699rX4qZmZlZ9xNeArxN3JNkK0TSSGAvYJfUY/Mk0KfWYcD3Uq/Q0Ij4cET8LO1bUqrXyIol8ksjImrFSkMEJ0uaPPnVv6/A6czMzMysO3CSZCtqIPBaRLwpaUvg46l8qaReaXshMKB0zFjgWEn9ASRtKOl9Nc7TPEbFE8C/SVpPUgNwOPBQWy4gIkZHxLCIGDZsnQ/UPsDMzMxsVdO0rGNf3YyH29mK+j/gRElPA88Cj6Xy0cB0SVMj4khJEyXNBH6b5iV9FHhUEsAi4AsUvT2tGQNcJektYJdKYUT8Q9KZwO8peqjujYi78l6imZmZma1OnCTZComIJcB/tLBrPPCNUr0jmh13KXBpC8dtU6pzSWn7NuC2Ur2RpX03Aze30Lb+pe1fA79u9ULMzMzMzBInSWZmZmZm3Vx3fOBrR/KcJDMzMzMzsxL3JJmZmZmZdXfuSWoT9ySZmZmZmVmHk/RpSc9K+lNaeKv5/o0l/V7Sk5KmS/pMZ7QTnCSZmZmZmVkHS49quZJiwa+tgMMlbdWs2rnAryLiY8BhwI9XbiuX83A7s5Jnly7MFmvUntlC8T+/G5gt1g1HXpUt1lE3npgt1nVfmZQtFsCiF2+rXalOPdSQLdYrGf821T/jcynerLoCf9vk/Ovb2xljASyjKWO0fJ+LIb3XyhZr1175Yq3TN2pXqlODsoXi3Ff+nC3W+j1rPf+8bRqWLc0Wq6kpX6zterX0qMH22fPcXWpXqtN5Z/0+W6xtG3rVrlSnI7ZfkC2WvWMn4E8R8TyApF8C+wOzS3UCqPwQGwj8faW2sMRJkpmZmZlZNxeNHfvAV0mjgFGlotERMbr0fkPgL6X3fwV2bhbmPGCcpJOBfsBeHdDUujhJMjMzMzOzFZISotE1K1Z3ODAmIn4gaRfgBknbRETOYQB1cZJkZmZmZtbddf7qdn8DPlh6v1EqKzsO+DRARDwqqQ+wHvDSSmlhiRdusLpIGiJpZgfFvljSLEkXt+PYszuiTWZmZmaW1SRgc0mbSlqDYmGGu5vVeRH4JICkjwJ9gJdXaisT9yRZVzAKWCci2vMnjrOBC+utLEmAOqPb1szMzGx1FRHLJJ0EjKVY+ebaiJgl6TvA5Ii4G/g6cLWk0ygWcTgmIvKtINMGTpKsLXpKuhHYAZgFHE2xIsmwiJgnaRhwSUSMlPRvwKXpuABGRMR7lo6TdDfQH5gi6XvAmxTLP64BvAIcGRH/ktQfuBwYluKdDwwH+kqaBsyKiCMl/RdwbAp/TUT8SNIQin+QjwM7Ap8BXsh5Y8zMzMy6suj84XZExH3Afc3KvlXang3strLb1RInSdYWHwGOi4iJkq4FvlKl7unAV1Pd/sDilipFxH6SFkXEUABJawMfj4iQ9CXg/1H8VeGbwIKI2LZSLyJuk3RS6dgdgS9SrJQi4HFJDwGvAZsD/xkRj63gPTAzMzOzbs5JkrXFXyJiYtr+BXBKlboTgR+mnqfbI+KvdZ5jI+AWSYMpepPmpPK9KMauAhARr7Vw7CeAOyLiDQBJtwO7U4x3fcEJkpmZma2uoqnze5JWJV64wdqi+ZjQAJax/HP0zhP5IuIi4EtAX2CipC3rPMflwBWpx+iEcswV9EZrOySNkjRZ0uQ/ze+UuYFmZmZm1oU4SbK22DitWQ9wBPAHYC7FPB+AgyoVJW0WETMi4vsUq5nUmyQNZPlykP9ZKv8d8NVS/LXT5lJJlUdsPwwcIGlNSf2AA1NZVRExOiKGRcSwDw9av85mmpmZmVl35STJ2uJZ4KuSngbWBn5CsYDCpZImA+V+3K9JmilpOrAU+G2d5zgPuFXSFGBeqfy/gbVTzKeAPVL5aGC6pBsjYiowBniCYpGGayLiyXZcp5mZmZmtxjwnyeoSEXNpuTfoYWCLFuqf3IbY/UvbdwF3tVBnEe/uWaqUfwP4Run9D4EfttD2beptj5mZmVm30wVWt1uVuCfJzMzMzMysxD1JtlJI2ha4oVnxkojYuTPaY2ZmZrY66QrPSVqVOEmylSIiZgBDO7sdZmZmZma1eLidmZmZmZlZiXuSzEpeWLIwW6yP/+atbLGmn7Zj7Up12mX0vNqV6nTdVyZli/Xgj4dniwVw05FTssW68c2XssU6ac33ZYt13vw5tSvVqWdD/9qV6hSxLFusD/dQtlgAb0dTtljLMsZ6eEmrj3Jrs8b3PNKu/f7w1vxssRqalmSL1dijd7ZYSzN+HwGaGvN9L3uT7/N/5aJ/Zot10/lPZ4u1MONn/84evWpXqtNbE17NFguK56V0tmjM+1nv7tyTZGZmZmZmVuKeJDMzMzOz7s49SW3iniQzMzMzM7MSJ0lmZmZmZmYlTpK6OElDJM3soNgXS5ol6eJ2HHt2B7XpGElX1KgzUtKudcTaT9KZafs8SafnaqeZmZmZdV+ek7R6GwWsExHtebrY2cCF9VaWJEARWZYRGgksAh6pViki7gbuznA+MzMzs1WaHybbNu5JWjX0lHSjpKcl/VrSmpLmSloPQNIwSePT9r9JmpZeT0oa0FJASXcD/YEpkg6V9FlJj6dj7pe0QarXX9J1kmZImi7pIEkXAX3TOW5M9f5L0sz0+loqGyLpWUk/B2YCH2ylLV+U9EdJTwC7lcrXl3SbpEnptZukIcCJwGnp/LtXaXvNXikzMzMzs+bck7Rq+AhwXERMlHQt8JUqdU8Hvprq9gcWt1QpIvaTtCgihgJIWhv4eESEpC8B/w/4OvBNYEFEbFupFxG3STqpdOyOwBeBnQEBj0t6CHgN2Bz4z4h4rKV2SBoMnA/sCCwAfg88mXZfCvxvRPxB0sbA2Ij4qKSrgEURcUmNtpuZmZkZEI35nqG2OnCStGr4S0RMTNu/AE6pUnci8MPUw3N7RPy1znNsBNySkpY1gMpTKvcCDqtUiojXWjj2E8AdEfEGgKTbgd0phrq90FqClOwMjI+Il9OxtwBblM69VTFSD4C1UuJXb9vrImkUxdBDNlt3A96/1qC2HG5mZmZm3YyH260amqf+ASxj+fevzzs7Ii4CvgT0BSZK2rLOc1wOXJF6jE4ox1xBK/Io7R4UPURD02vDiFjUQr0VantEjI6IYRExzAmSmZmZmTlJWjVsLGmXtH0E8AdgLsUQNYCDKhUlbRYRMyLi+8AkoN4kaSDwt7T9n6Xy3wFfLcVfO20uldQrbT8MHJDmSvUDDkxl9Xgc+DdJ66Z4h5T2jQNOLp17aNpcCJTnWrXWdjMzMzMDorGpQ1/djZOkVcOzwFclPQ2sDfyEYh7PpZImA+XlSr6WFk+YDiwFflvnOc4DbpU0BZhXKv9vYO0U8ylgj1Q+Gpgu6caImAqMAZ6gSHquiYgnqUNE/COd+1GKoYJPl3afAgxLC0bMpliwAeAe4MDKwg1V2m5mZmZm1maek9TFRcRcWu4Nepjlc3fK9U9uoW5rsfuXtu8C7mqhziJa6J2JiG8A3yi9/yHwwxbavk0d7bgOuK6F8nnAoS2U/xHYrllxS20fQ5G8ERHn1WqHmZmZWXfVHXt7OpJ7kszMzMzMzErck9TNSdoWuKFZ8ZKI2LkT2vI40LtZ8VERMWNlt8XMzMzMrDVOkrq5lIAM7ex2AHRGYmZmZmZm1lZOkszMzMzMurlo8sNk28JJklnJ7v3eny3Wjj3z/fP66/31PhO4tt5vvpot1qIXb8sW66Yjp2SLBXDEjSfWrlSnPS6/KFusmx/N95/UOtkiwfympdliNTW9mS3WBr3fly0WQI/lD6deYS8sWZgt1ibKN6H6e7vki7X3/fk+FzmnQa9Jvmv8Qv8BtSu1wSOLF2SLtSRbJBjWq/lo9/brt/gv2WJNWPJStlgf7T0oW6zPrf3hbLFs1eQkyczMzMysm4tG9yS1hVe3MzMzMzMzK3GSZGZmZmZmVuIkaRUkaYykgzu7HV2NpEGSvtLZ7TAzMzPraqKxY1/djZMky0pSZ85zGwQ4STIzMzOzFeIkaRUg6WhJ0yU9JanyYNgRkh6R9HylV0lSf0kPSJoqaYak/VP5EElPS7pa0ixJ4yT1TfuGp9jTJF0saWYqb0jvJ6X9J1Rp30hJD0u6G5jd2rEqXCHpWUn3S7qv1Pa5ktZL28MkjU/b/SRdK+kJSU+WrmnrVDYtnWNz4CJgs9K1DJY0Ib2fKWn37N8cMzMzs1VANEaHvrobJ0ldnKStgXOBPSNie+DUtGsw8AlgX4rkAGAxcGBE7ADsAfxAeme9282BKyNia2A+cFAqvw44ISKGAuXO0uOABRExHBgOHC9p0ypN3QE4NSK2qHLsgcBHgK2Ao4Fd67gF5wAPRsRO6ZoultQPOBG4NLV7GPBX4EzgzxExNCLOAI4AxqY62wPT6jifmZmZma3mvAR417cncGtEzAOIiFdT3nNnRDRR9NxskOoKuFDSCKAJ2BCo7JsTEdPS9hRgiKRBwICIeDSV30SRdAHsDWxXmvs0kCLRmtNKO5+IiMq+1o4dAdwcEY3A3yU9WMf17w3sJ+n09L4PsDHwKHCOpI2A2yPiOb33+SeTgGsl9aK4X9OaVzAzMzMza849Sauu8jPmKtnBkcD6wI6p9+RfFElF8/qN1E6QBZycemWGRsSmETGuSv03VuBYgGUs/zz2KZULOKgUa+OIeDoibgL2A94C7pO0Z/OAETGBIjH7GzBG0tEtXqg0StJkSZOnvfr3Gs00MzMzs+7OSVLX9yBwiKR1ASStU6XuQOCliFgqaQ9gk2qBI2I+sFDSzqnosNLuscCXUy8MkrZIw9zq0dqxE4BD05ylwRTD5yrmAjum7YOaxTq5MmxQ0sfS1w8Bz0fEZcBdwHbAQuCdR6dL2gT4V0RcDVxDMSSwpfswOiKGRcSwoet8oM5LNDMzM1t1NDV17Ku78XC7Li4iZkm6AHhIUiPwZJXqNwL3SJoBTAaeqeMUxwFXS2oCHgIWpPJrgCHA1JSgvAwcUGezWzv2Dorhg7OBFymGzFWcD/xM0neB8aXy7wI/AqZL6kEx3G9f4PPAUZKWAv8ELkxDESemxSd+C8wEzkh1FlHMgzIzMzMzq8pJ0iogIq4Hrq+yv3/6Og/YpZVq25TqX1IqnxUR2wFIOpMiuSLNdzo7vWq1bzylxKbGsSdVNiSNKR3zMLBFC7HfAt6zsl5EXMTyBSvK5Uc0K2r1vpmZmZmZtcRJku0j6SyKz8ILwDGd2xwzMzMzy607PvC1IzlJWs1FxC3ALfXUlbQtcEOz4iURsXNL9es49zHtOc7MzMzMrCM5SbK6RcQMYGhnt8PMzMzM2sY9SW3j1e3MzMzMzMxK3JNkVjJn2aJssUb0WStbrC/NXlC7Up2WZPxTUg81ZIt145svZYsFsMfl71nXo90Gn3xmtljrPHZVtlg5NfTsU7tSnZreXlK7Up3ejrzryjbwnodOt1tTRLZYa2W8/3Of6ZstVp+M/8Zz6t+jV2c3oVXRtCxfMOX7W/bgnvk+F29kvMac/8IXLMv3s6eBfP++bdXkniQzMzMzM7MS9ySZmZmZmXVz3fGBrx3JPUlmZmZmZmYl7kkyMzMzM+vmvLpd26w2PUmSxkg6uLPb0dVIGiTpK53djnpJGilp13YcN1fSeh3RJjMzMzPrXlabJKkrk9SZPXqDgFUmSQJGAm1OkszMzMzM6tVtkyRJR0uaLukpSTek4hGSHpH0fKVXSVJ/SQ9ImipphqT9U/kQSU9LulrSLEnjJPVN+4an2NMkXSxpZipvSO8npf0nVGnfSEkPS7obmN3asSpcIelZSfdLuq/U9nd6RyQNkzQ+bfeTdK2kJyQ9WbqmrVPZtHSOzYGLgM1K1zJY0oT0fqak3atcw08kTU735/xS+fB0n59K5xuQru+SFHO6pJNT3R0lPSRpiqSxkgan8vGSLi21YydJQ4ATgdNS+e6S1pd0W7pvkyTtlo5fN33PZkm6BjKu+2tmZma2imlqUoe+uptuOSdJ0tbAucCuETFP0jrAD4HBwCeALYG7gV8Di4EDI+L1lHA8lhIXgM2BwyPieEm/Ag4CfgFcBxwfEY9KKj+M5ThgQUQMl9QbmChpXETMaaWpOwDbRMQcSaNaOhb4GPARYCtgA2A2cG2NW3AO8GBEHCtpEPCEpPspEoxLI+JGSWsADcCZqQ1D0737OjA2Ii6Q1ACsWe08EfFqqveApO2AZ4BbgEMjYpKktYC3gFHAEGBoRCyTtI6kXsDlwP4R8bKkQ4ELgGNT/DUjYqikEcC1EbGNpKuARRFxSWrvTcD/RsQfJG0MjAU+Cnwb+ENEfEfSPul7Y2ZmZmZWU7dMkoA9gVsjYh5A+kUe4M6IaKLoudkg1RVwYfpFvAnYkCIZAZgTEdPS9hRgSEo6BkTEo6n8JmDftL03sJ2Wz30aSJFotZYkPVFKoFo7dgRwc0Q0An+X9GAd1783sJ+k09P7PsDGwKPAOZI2Am6PiOfSfSmbBFybEpg7S9ffks+n5K4nRQK6FRDAPyJiEkBEvA4gaS/gqohYlspflbQNsA3wu9SOBuAfpfg3p7oTJK2V7n1zewFbla5jLUn9Ke7b59Lx90p6rbWLSNcwCmDY+zdms0HrV7lkMzMzs1WPlwBvm+6aJLWm/Cjmym/VRwLrAztGxFJJcymSiub1G4Faj6sWcHJEjK2zPW/UOlbSZ6ocv4zlQybLj2sXcFBEPNus/tOSHgf2Ae5LQ/qeL1dICcmIVGeMpB9GxM+bn1jSpsDpwPCIeE3SmGZtqIeAWRGxSyv7mz/uuqXHX/cAPh4Ri5u1r+5GRMRoYDTAYR8d5kdsm5mZma3muuucpAeBQyStC5CG27VmIPBSSpD2ADapFjgi5gMLJe2cig4r7R4LfDn1wiBpC0n96mxza8dOAA5Nc3oGA3uUjpkL7Ji2D2oW62SlTEHSx9LXDwHPR8RlwF3AdsBCYEDlQEmbAP+KiKuBayiGBLZkLYokb0HqlfuPVP4sMFjS8BRvgIqFKX4HnJC2K9+TZ4H1Je2SynqloZIVh6byT1AMRVzQvL3AOODkUvuHps0JwBGp7D+AtVu5DjMzMzOzd+mWPUkRMUvSBcBDkhqBJ6tUvxG4R9IMYDLFnJpajgOultQEPAQsSOXXUMy7mZoSlJeBA+psdmvH3kExfHA28CLFkLmK84GfSfouML5U/l3gR8B0ST0ohvvtC3weOErSUuCfwIVp2NtEFYtP/BaYCZyR6iwCjm6psRHxlKQnKe7XX4CJqfztNLfochULXbxFMSTuGmCL1KalwNURcUUaXniZpIEUn8cfAbPSaRanc/Ri+Tyle4Bfq1iM4mTgFOBKSdPT8RMo5l6dD9wsaRbwSLp3ZmZmZmY1dcskCSAirgeur7K/f/o6D2htuNc2pfqXlMpnRcR2AJLOpEiuSPOdzk6vWu0bTymxqXHsSZWNNKytcszDFIlH89hvAe9ZWS8iLqJYza55+RHNilq9b82OO6aV8knAx1vY9V/pVa47jWL+UEt+ERFfa1b/jxQ9YGWHttCGVyjmZpmZmZmt9vww2bbptklSB9tH0lkU9+8F4JjObY6ZmZmZWeu64zLdHclJUjtExC0Uy1zXJGlb4IZmxUsiYueW6tdx7mPac9yKSIs99G5WfFREzOioc0bEyI6KbWZmZmZWjZOkDpYSiaGd3Y4V0d6EzszMzMxsVdRdV7czMzMzM7MuRNKnJT0r6U9pXn9LdT4vabakWZJuWtltrHBPklnJpj37Z4u1br8ltSvVaes3q61i3zaPLPpntlivZPw7y0lrvi9bLICbH833yKt1HrsqW6xjbjwxW6zRn625RkzdXl26oHalOjX0XDNbrA/3GlC7Uhsszjlzufkg5BXw2JsvZ4s1e9F62WLl1CPjdIhlke/fd86f1V3Z3Qv/ki3W8L75PmN9yPfBeK0x3/dyo95Ls8XqKpo6eeEGSQ3AlcC/A38FJkm6OyJml+psDpwF7Jaew5n3l4M2cE+SmZmZmZl1tJ2AP0XE8xHxNvBLYP9mdY4HroyI1wAi4qWV3MZ3uCfJzMzMzKyb6wKr221I8WzNir8Czee9bwEgaSLQAJwXEf+3cpr3bk6SzMzMzMxshUgaBYwqFY2OiNFtDNMT2BwYCWwETJC0bUTMz9LINvBwu0TSGEkHd3Y7uhpJgyR9pZPO/UhnnNfMzMzM2iYiRkfEsNKreYL0N+CDpfcbpbKyvwJ3R8TSiJgD/JEiaVrpnCStAiR1Zo/fIGCFk6Q0Wa9NImLXFT2vmZmZmXUJk4DNJW0qaQ3gMODuZnXupOhFQtJ6FMPvnl+JbXzHapskSTpa0nRJT0mqPOx1hKRHJD1f6VWS1F/SA5KmSpohaf9UPkTS05KuTksUjpPUN+0bnmJPk3SxpJmpvCG9n5T2n1ClfSMlPSzpbmB2a8eqcEVaTvF+SfeV2j43fcCQNEzS+LTdT9K1kp6Q9GTpmrZOZdPSOTYHLgI2K13LYEkT0vuZknavcg2LJP1A0lPALpK+UIr/03RNJ0q6uHTMMZKuqBxfKj+jdO3nl8pOSdv/K+nBtL2npBtT/DGpnTMknVbfp8PMzMyse4kmdeir5vkjlgEnAWOBp4FfRcQsSd+RtF+qNhZ4RdJs4PfAGRHxSgfdkqpWyzlJkrYGzgV2jYh5ktYBfggMBj4BbEmR2f4aWAwcGBGvp4TjsZS4QNH9d3hEHC/pV8BBwC+A64DjI+JRSReVTn0csCAihkvqDUyUNC51J7ZkB2CbiJiTxnm+51jgY8BHgK2ADYDZwLU1bsE5wIMRcaykQcATku4HTgQujYgbU4bfAJyZ2jA03buvA2Mj4oLUO1Rtrd9+wOMR8XVJHwW+QbGk41JJPwaOBG4DHgXOSMccClxQDiJpb4p7vRMg4G5JI4CHga8DlwHDgN6SegG7AxMoHuK7YURsk+IMqnFfzMzMzLqlpqbObgFExH3Afc3KvlXaDuC/0qtTrZZJErAncGtEzAOIiFclAdwZEU0UPTcbpLoCLky/lDdRrMxR2TcnIqal7SnAkPSL+ICIeDSV3wTsm7b3BrbT8rlPAyl++W8tSXqilEC1duwI4OaIaAT+XulNqWFvYD9Jp6f3fYCNKZKVcyRtBNweEc+l+1I2Cbg2JSN3lq6/JY0USRDAJ4EdKdbEB+gLvBQRL6eeu48Dz1EkqBNbaO/ewJPpff907T8HdpS0FrAEmEqRLO0OnAL8A/iQpMuBe4FxLTVSpYmGn/7A5gxd5wNVLsnMzMzMurvVNUlqTfkpZJXs4EhgfWDH1AMylyKpaF6/keIX/2oEnBwRY+tszxu1jpX0mSrHL2P5kMo+pXIBB0XEs83qPy3pcWAf4L40pO9d40AjYkJKGPcBxkj6YUT8vJXzL07JW+Wc10fEWS3U+yXweeAZ4I70V4QyAd+LiJ82P1DSHOAY4BFgOrAH8GHg6YgISdsDn6LoJfs8cGzzGGli4WiAs7Ydme8JhWZmZma2Slpd5yQ9CBwiaV2ANNyuNQMpejyWStoD2KRa4LRE4UJJlXXfDyvtHgt8OfXCIGkLSf3qbHNrx04ADk3zbwZTJAkVcyl6b6AYCliOdbJSl46kj6WvHwKej4jLgLuA7YCFwDuPvJe0CfCviLgauIZiSGA9HgAOVnpysqR1UiyAOygeJnY4RcLU0rUfK6l/OnZDLX8C88PA6ek+PEyRDD2ZEqT1gB4RcRvF8Mp622pmZmZmq7HVsicpTRK7AHhIUiPLh3G15EbgHkkzgMkUvR21HAdcLakJeAhYkMqvAYYAU1OC8jJwQJ3Nbu3YOyiGD84GXqQYMldxPvAzSd8FxpfKvwv8CJguqQfFcL99KXpajpK0FPgncGEaijhRxeITvwVmAmekOouAo+tpfETMlnQuMC6dcynwVeCFiHhN0tPAVhHxRAvHjktzmh5Ned0i4AvASxSJ0TnAoxHxhqTFqQyKoZHXpfMBtNSLZWZmZtbtdYGHya5SVsskCSAirgeur7K/f/o6D9illWrblOpfUiqfFRHbAUg6kyK5Is13Oju9arVvPKXEpsaxJ1U2JI0pHfMw6cnFzWK/BbxnZb2IuIhiNbvm5Uc0K2r1vjU7rn+z97cAt7RSd98WyvqXti8FLm2hzgNAr9L7LUrbT+HeIzMzMzNro9U2Sepg+0g6i+L+vkAxZ8bMzMzMrFO4J6ltnCR1gGo9Js1J2ha4oVnxkojYuaX6dZz7mPYctyLSYg+9mxUfFREzVnZbzMzMzMxWlJOkTpYSiaGd3Y4V0d6EzszMzMysK3KSZGZmZmbWzTV6uF2b6L2PpDFbfX1q822y/YPoqYZcoXh2yfxssRrI90NyjYxPEViovE8kqLauf2fq0yPf5+KRey7MFmvTffMt/ijyXWO/piW1K7VBr4yfs9djabZYw9ZcP1usuYtfzxbr5Yz3v7F2lbpNGJHvfn3uD/OzxQJYOmDzbLHefPPv2WLF0vnZYm3cq96nl9Q2Z+kbtSvVac2M/ycNXXO9bLEAbnx6UqdnKE+M3K1Df+nfafzETr/GnNyTZGZmZmbWzXnhhrZZXR8ma2ZmZmZm1iInSWZmZmZmZiVOkszMzMzMzEqcJK1EksZIOriz29HVSBok6Sud3Q4zMzOz7qop1KGv7sZJkgEgqTMX8RgEOEkyMzMzsy7BSVIHknS0pOmSnpJ0QyoeIekRSc9XepUk9Zf0gKSpkmZI2j+VD5H0tKSrJc2SNE5S37RveIo9TdLFkmam8ob0flLaf0KV9o2U9LCku4HZrR2rwhWSnpV0v6T7Sm2fK2m9tD1M0vi03U/StZKekPRk6Zq2TmXT0jk2By4CNqtcSyttbfEepX3fTG37g6SbJZ2eyjeT9H+SpqTr3LKd30ozMzOzVVpTU8e+uhsvAd5BJG0NnAvsGhHzJK0D/BAYDHwC2BK4G/g1sBg4MCJeTwnHYylxAdgcODwijpf0K+Ag4BfAdcDxEfGopItKpz4OWBARwyX1BiZKGhcRc1pp6g7ANhExR9Kolo4FPgZ8BNgK2ACYDVxb4xacAzwYEcdKGgQ8Iel+4ETg0oi4UdIaQANwZmrD0CrxWrtHw9I92R7oBUwFpqRjRgMnRsRzknYGfgzsWaPdZmZmZraac5LUcfYEbo2IeQAR8aokgDsjoomi52aDVFfAhZJGAE3AhhTJCMCciJiWtqcAQ1LSMSAiHk3lNwH7pu29ge1Kc58GUiRarSVJT5QSqNaOHQHcHBGNwN8lPVjH9e8N7Ffp1QH6ABsDjwLnSNoIuD0lMHWEa/Ue7QbcFRGLgcWS7oGi5wnYFbi1FL93i4GL5HAUwFbrD2ajgV31MaRmZmZmtjI4SVr5yo8vr/z2fiSwPrBjRCyVNJciqWhevxHoWyO+gJMjYmyd7Sk/6rrFYyV9psrxy1g+bLNPqVzAQRHxbLP6T0t6HNgHuC8N6Xu+jnZWu0ct6QHMr9E7BUBEjKbodeJTm2/ToU+jNjMzM+sMjd1wcYWO5DlJHedB4BBJ6wKk4XatGQi8lH753wPYpFrgiJgPLExDyAAOK+0eC3xZUq903i0k9auzza0dOwE4NM1ZGgzsUTpmLrBj2j6oWayTlbpxJH0sff0Q8HxEXAbcBWwHLAQG1Ghba/doIvBZSX1S79G+ABHxOjBH0iHpvJK0fZ33wczMzMxWY06SOkhEzAIuAB6S9BTFfKTW3AgMkzQDOBp4po5THAdcLWka0A9YkMqvoZgzNDUt5vBT6u8xbO3YO4Dn0r6fUwyZqzgfuFTSZIqerorvUswRmi5pVnoP8HlgZmr3NsDPI+IVivlPM1tbuIFW7lFETKKY2zUd+C0wo3QvjgSOS/d/FrB/86BmZmZmZs15uF0Hiojrgeur7O+fvs4Ddmml2jal+peUymdFxHYAks4EJqc6TcDZ6VWrfeOB8aX31Y49qbIhaUzpmIeBLVqI/RbwnpX1IuIiitXsmpcfUaOt1e7RJRFxnqQ1KXq9pqRj5gCfrhbXzMzMzKw5J0mrrn0knUXxPXwBOKZzm9OpRkvaimKO0vURMbWzG2RmZmbWlTQ1eU5SWzhJWkVFxC3ALfXUlbQtcEOz4iURsXNL9es49zHtOa4e7WlrrV4oMzMzM7O2cJK0GoiIGcDQzm5HPValtpqZmZmtKry6Xdt44QYzMzMzM7MSRfixMGYVW2wyJNs/iLfJ9xebHj2qPRKqjbGa3swWK+dPD/UcmDEaNDUtzRaroWe++7906YLaleok5RsMMOc338sW6ydHXJUt1v+8/kK2WLkVa910PVK+v3921WvMKvM1btyzxeeWd7oXG/P9TOwR+WLl7NvIGWtZ5n6EuS/M6fRunPt3Htmhv/Tv9fj4Tr/GnNyTZGZmZmbWzTWFOvTVFUk6RNKAtH2upNsl7VDPsU6SzMzMzMysO/pmRCyU9AlgL+BnwE/qOdBJkpmZmZlZN9cY6tBXF9WYvu4DjI6Ie4E16jmwXUmSpDGSDm7Psd2ZpEGSvtJJ554rab0adY6R9IHS+2vS84U6qk2LMsY6oNxWSd+RtFeu+GZmZmbW7fxN0k+BQ4H7JPWmzvyn2/UkKedM5rYbBNSdJHVCW48B3kmSIuJLETF7JbehVZIaquw+AHgnSYqIb0XE/R3eKDMzMzNbVX0eGAt8KiLmA+sAZ9RzYF1JkqSjJU2X9JSkyoM+R0h6RNLzlV4lSf0lPSBpqqQZkvZP5UMkPS3pakmzJI2T1DftG55iT5N0saSZqbwhvZ+U9p9QpX0jJT0s6W5gdmvHqnCFpGcl3S/pvlLb3+mJkTRM0vi03U/StZKekPRk6Zq2TmXT0jk2By4CNqtcywq2dbCkCSnWTEm7p/LD072dKen7LcQfUrmH6f3pks5L1zkMuDHF7CtpvKRh1eJKWiTpgvS9f0zSBlW+D5tKejTF+e9m1/yb0vsrJB1Tuu/flzQVOETS8elePCXpNklrStoV2A+4OLV9M5V6MyV9Mn1vZqTvVe9S7PNLn8ctW2u7mZmZmXU7P42I2yPiOYCI+AdwVD0H1kySJG0NnAvsGRHbA6emXYOBTwD7UiQHAIuBAyNiB2AP4AeSKoMUNweujIitgfnAQan8OuCEiBjK8nGDAMcBCyJiODAcOF7SplWaugNwakRsUeXYA4GPUPRIHA3sWuv6gXOAByNip3RNF0vqB5wIXJraPQz4K3Am8OeIGBoR1bLUetp6BDA2xd8emKZiqNz3gT0pHrg6XNIBdVwDEfFrYDJwZGrfW5V9NeL2Ax5L3/sJwPFVTnMp8JOI2Bb4Rz3tSl6JiB0i4pfA7RExPJ3vaeC4iHgEuBs4I7X9z6W29wHGAIem8/YEvlyKPS99Hn8CnN6GNpmZmZl1G43Rsa8uauvyGxWjlnas58B6epL2BG6NiHkAEfFqKr8zIprScK1K74KACyVNB+4HNiztmxMR09L2FGCIpEHAgIh4NJXfVDrv3sDRkqYBjwPrUiRarXkiIubUOHYEcHNENEbE34EH67j+vYEzU6zxQB9gY+BR4GxJ3wA2KScddainrZOAL0o6D9g2IhZSJFHjI+LliFgG3JiuaUVVi/s2UOkFmgIMqRJnN+DmtH1DlXrN3VLa3ib1tM0AjqTZh7sFH6H4bP0xvb+ed9+T29PXVtsuaZSkyZImL1i0sA3NNjMzM7OuRtJZkhYC20l6Pb0WAi8Bd9UTY0XmxCwptyV9PRJYH9gxIpZKmkuRVDSv3wj0rRFfwMkRMbbO9rxR61hJn6ly/DKWJ43lJ0cKOCginm1W/2lJj1OslnFfGib3fK62pvaOSPHHSPohUM9TKMvXAe++lvZYGsufONxI7c9MS39LqNWm8v0YAxwQEU+lIXkj625pyyqfu1bbHhGjgdGQ92GyZmZmZl1FV32WUUeIiO8B35P0vYg4qz0x6ulJepBirsi6AJLWqVJ3IPBSSpD2ADapFjhNoFooaedUdFhp91jgy5J6pfNukYa51aO1YycAh6Z5QIMphs9VzGV599tBzWKdXBk2KOlj6euHgOcj4jKKjHQ7YCEwoM42Vm2rpE2Af0XE1cA1FEP0ngD+TdJ6qbvwcOChZvH+BbxP0rppbs6+pX2tta+euPWYyPLv4ZGl8heArST1Tr2Hn6wSYwDwj3Q/yjFaa/uzFL2SH07vj2pn283MzMysG4mIsyRtKGlXSSMqr3qOrdmTFBGzJF0APCSpEXiySvUbgXvSUKnJwDN1tOE44GpJTRS/3FZ6S66hGB41NSUoL1OscFaP1o69g2L44GzgRYohcxXnAz+T9F2KYXUV3wV+BEyX1AOYQ5F4fB44StJS4J/AhRHxqqSJKhZO+G2NeUm12joSOCPFXwQcHRH/kHQm8HuKHqh7I+JdXYYpQf0OReLzN979PRgDXCXpLWCX0jE149bpVOCmNATxneMj4i+SfgXMpLh/1T5D36QYdvhy+lpJjH5J8Tk5BXhn+fmIWCzpi8CtKlYLnARc1Y62m5mZmVk3Iukiij/gz2b52gdB0XFS/djlI6k6h6T+EbEobZ8JDI6IU2scluvcY4DfpEUNzLIOt3ubfN3aPXqs6KjJUqymN7PFyvnTQz0HZowGTU1Ls8Vq6Jnv/i9dWs+o2frkfIrAnN98L1usnxyR7+8U//P6C9li5RbR1NlNaFHx97w8uuo1ZpX5Gjfu2TtrvFxebMz3M7FH5IuVcwBYzljLMj8lZ+4Lczp9rNsdO+zVob/0Hzj1/k6/xuYkPQtsFxFLalZupjOfKVSxj6SzKNryAsWzfMzMzMzMzFbE80Av3r02Ql06PUmKiFt49+pmrZK0Le9dNW1JROzcUv06zn1Me46rR+62diWSzgEOaVZ8a0Rc0BntMTMzM7PquvAy3R3pTYrH6DxAKVGKiFNqHdjpSVJbRMQMiuf4dHmrUlvbKiVDTojMzMzMrCu7O73abJVKkszMzMzMzOoREddL6gts3MLjfKpykmRWsjTjUgRpVfdM8k0szjlFOee01uI5xvk0ZVygountNg9lblVDzzWzxYqmxtqV6pRzsYUv33Ritljf/8zXs8Xq2vL97IloyBaLjItA5NQj58/XzFPN5zfm+3kxuFe+nxc9lmX8mdhFl1vok/HfUWPGhXGs80j6LHAJsAawqaShwHciYr9ax/oTYGZmZmbWzTXm/ovAquE8YCfS430iYlp61mlNXfNPRGZmZmZmZitmaUQ0f/ZGXYNq3JNkZmZmZtbNraar282SdATQIGlz4BTgkXoOdE+SmZmZmZl1RycDW1Ms/30z8DrwtXoO7JJJkqQxkg7u7HZ0NZIGSfpKZ7djZZF0drP3dWX+ZmZmZmYR8WZEnBMRwyNiWNpeXM+xHm7XRpJ6Ru5luOo3CPgK8ON6KndyW3M4G7iw8iYidu3EtpiZmZmtsvKth9r1SfpRRHxN0j20sHxoPavbdYmeJElHS5ou6SlJN6TiEZIekfR8pVdJUn9JD0iaKmmGpP1T+RBJT0u6WtIsSePSmuhIGp5iT5N0saSZqbwhvZ+U9p9QpX0jJT0s6W5gdmvHqnCFpGcl3S/pvlLb50paL20PkzQ+bfeTdK2kJyQ9WbqmrVPZtHSOzYGLgM0q17KCbR0saUKKNVPS7ql8kaT/TffxAUnrp/Khkh5LMe6QtHYqHy/p+6mtfyzFaan9SPpCqfynklpcq1bSRUDfVO/GSttK1/iQpLvS5+MiSUemuDMkbZbqrS/ptnTtkyTt1uqH0MzMzMy6i0o+cQnwgxZeNXV6kiRpa+BcYM+I2B44Ne0aDHwC2JciOQBYDBwYETsAewA/kFRZz3Bz4MqI2BqYDxyUyq8DToiIobw7iT4OWBARw4HhwPGSNq3S1B2AUyNiiyrHHgh8BNgKOBqop+fjHODBiNgpXdPFkvoBJwKXpnYPA/4KnAn8OSKGRsQZK9jWI4CxKf72wLR0bD9gcrqPDwHfTuU/B74REdsBM0rlAD1T+79WKn9P+yV9FDgU2K30/TiypQuIiDOBt9K1tlRn+3SOjwJHAVukNlxDMf4U4FLgf9O1H5T2mZmZma12Gjv41ZVExJS0ORl4OCIeioiHgD8Ak+qJ0RWG2+0J3BoR8wAi4tWU99wZEU0UvSEbpLoCLpQ0gmL5vg2Byr45ETEtbU8BhkgaBAyIiEdT+U0USRfA3sB2Wj73aSBFojWnlXY+ERGVfa0dOwK4OSIagb9LerCO698b2E/S6el9H2Bj4FHgHEkbAbdHxHPL88Ga6mnrJOBaFU88vbN075qAW9L2L4DbJQ0EBqUPF8D1wK2l892evk4BhqTtltr/SWBHYFK6lr7AS/VeVDOTIuIfAJL+DIxL5TMokk2AvYCtSvdtLUn9I2JROZCkUcAogHXXWYcB/fu3s0lmZmZm1oU8QPH7YOV3v74UvzPW7MjoCklSa8qPrK78lnsksD6wY0QslTSXIqloXr+R4iZUI+DkiBhbZ3veqHWspM9UOX4Zy3vu+pTKBRwUEc82q/+0pMeBfYD70jC553O1NbV3RIo/RtIPI+LnLcSqZ8HIyr1vJH2mIuKmFtov4PqIOKvO66jnnFAkdktK25XPdQ/g47Um6EXEaGA0wKabbLJ6LpBpZmZm1v30Kf9xPCIWSVqzngM7fbgd8CBwiKR1ASStU6XuQOCllCDtAWxSLXBEzAcWSto5FR1W2j0W+HLqSUHSFmmYWz1aO3YCcGiaBzSY5T0aAHMpelFg+VDASqyTK8MGJX0sff0Q8HxEXAbcBWwHLAQG1NnGqm2VtAnwr4i4mmIY2g6pfg+g0ut0BPCH9BCu1yrzjSiGtz1EFa20/wHgYEnvS3XWSe1ozdJKu9tpHMuH3iFp6ArEMjMzM7NVyxuSKr/jImlH4K16Duz0nqSImCXpAuAhSY3Ak1Wq3wjcI2kGxRjDZ+o4xXHA1ZKaKH6xrzx19xqKoWFTU4LyMnBAnc1u7dg7KIYPzgZepBhyVnE+8DNJ3wXGl8q/C/wImC6pB8Vwv32BzwNHSVoK/BO4MA1FnKhi8Ynf1piXVKutI4EzUvxFFHOooOiF2knSuRRD4Q5N5f8JXJWy7+eBL9Y4b2vtPxcYl651KfBV4IVWYoxO92VqK/OSajkFuFLSdIrP+gSKeUxmZmZmq5VG6p620Z18DbhV0t8pRjS9n+W/21aliO49uqg8B0XSmcDgiDi1xmG5zj0G+E1E/HplnC8HSYsiYrWdlJN1uJ3WyBdKGTt9m+p6PEBdcnZFR0O9Hbn1aWx8o3alurW4CGP7IvWsq5e/LtGUb6rsGWttlC3Wl2/K97eIIZ/5erZYXVvO/4vzfV7J+bMnox4rNMigY/WPJbUr1Wlwr3w/L557e2G2WE1Zf9nOF6tPxn9HSzJ/xubMfa7TM5SfDd27Q3/pP27auE6/xpakUUkfSW+fjYil9RzX6T1JK8E+ks6iuNYXgGM6tzlmZmZmZitXYzfvGCmTtGdEPCjpc812bSGJiLi9xQNLun2SFBG3sHy1tqokbcvyddUrlkTEzi3Vr+Pcx7TnuHrkbmtFZ/QipQUeejcrPioiZqzstpiZmZnZKm8ExboHn21hX7B8ZeZWdfskqS3SL+VDO7sd9ViV2lrLiiZ2ZmZmZmYlr6WvP4uIP7QnQNccbGxmZmZmZtmsTg+TZfkCY5e1N4B7ksxKBirfP4lt11w7W6xn33qtdqU6zc84SfbtbJHgwz3yzvfcoPf7ssV6O5qyxfpwr7au4t+637z+YrZY//N6a4tMtt33My62MPe+H2SLBbDwwbpGX9elR7+1ssXa+vzfZYs1tM/AbLFmL873syennpHvV7KP9s33sxpgyltvZov1esbFFnL+VXy9Hvn+r5yXcQGaNTP+H77FGnkXE7KCpE8Dl1KsMHNNRFzUSr2DgF8DwyNicjtO9bSk54AN0yrH74QGIiK2qxXASZKZmZmZWTfX2b09khqAK4F/B/4KTJJ0d0TMblZvAHAq8Hh7zxURh0t6P8XzQvdrTwwPtzMzMzMzs462E/CniHg+It4Gfgns30K97wLfB9r9zBJJD0TEP4GxEfFC81c9MZwkmZmZmZlZR9sQ+Evp/V9T2Tsk7QB8MCLuXcFzDZa0K/BZSR+TtEP5VU8AD7frIDkfytrVHkoraQhFe7aRNAw4OiJO6eRmAa3f9652D83MzMy6E0mjgFGlotERMboNx/cAfkieZ5p+C/gmsFGKWRbAnrUCOEmyFZIm07VnQp2ZmZmZrSQdPScpJUTVkqK/AR8svd8olVUMALYBxksCeD9wt6T92rp4Q/qj+K8lfTMivtuWYys83K4GSUdLmi7pKUk3SBoi6cFU9oCkjVO9TSU9KmmGpP9uFuMMSZPSMee35XylXSMkPSLpeUkHp7r9UxumpvPun8qHSHpa0tWSZkkaJ6lv2jc8xZ8m6WJJM1N5Q3pfaecJdd6fkZJ+k7bPk3StpPGpnaeU6n1B0hPpvD9N52uQNEbSzNT+06qc5/jUtqck3SZpzWr3XYUrJD0r6X4g31JnZmZmZtZWk4DN0+9uawCHAXdXdkbEgohYLyKGRMQQ4DGgzQlSMxek30G/BSBpY0k71XOgk6QqJG0NnAvsGRHbU6y0cTlwfVo68EaWr79+KfCTiNgW+Ecpxt7A5hST1YYCO0oa0YbzVQwGPgHsC1SWS1wMHBgROwB7AD9QSr3TOa+MiK2B+cBBqfw64ISIGMq7/6hwHLAgIoYDw4HjJW1ax21qbkvgU+l6vy2pl6SPAocCu5XOeyTF/dgwIrZJ9+26KnFvj4jh6b48ndoLrdx34EDgI8BWwNHAru24FjMzM7NuoZHo0FctEbEMOIlixbmngV9FxCxJ35HUrhXo6nAlsAtweHq/MJXV5OF21e0J3BoR8wAi4lVJuwCfS/tvAP4nbe/G8kTkBopVOQD2Tq8n0/v+FAnMhHrOV9p3Z0Q0AbMlbZDKBFyYkq4mislvlX1zImJa2p4CDJE0CBgQEY+m8psokq5KO7er9FIBA1M757R8a1p1b0QsAZZIeim155PAjhRLPQL0BV4C7gE+JOly4F5gXJW426SeokEU93BsKm/tvo8Abo6IRuDvkh5sLXB5DO1G66zHugPyPfvEzMzMzAoRcR9wX7Oyb7VSd2SGU+4cETtIejLFfC31YtXkJCmvltJoAd+LiJ+uYOwlzWJC0RuzPrBjRCyVNBfo00L9RorEpBoBJ0fE2Br12tLORorPmCh63856z0ml7Sl6nk4EPg8c20rcMcABEfGUpGOAkaV9tf98UUV5DO3QIZutUCwzMzMz6zKWqng+UwBIWp+iY6EmD7er7kHgEEnrAkhaB3iEYgwlFEnKw2l7YrPyirHAsZL6pxgbSmptfkxL56tmIPBSSpD2ADapVjki5gMLJe2cig4r7R4LfFlSr3TuLSTletz0A8DBleuWtI6kTSStB/SIiNsohhlWW5JxAPCP1L7y/W3tvk8ADk3zngZTDEc0MzMzWy01dvCri7oMuAPYQNIFwB+AC+s50D1JVaRxkhcAD0lqpBgydzJwnaQzgJeBL6bqpwI3SfoGcFcpxrg0J+fRNNRsEfAFiuFm9ZzvmCpNvBG4R9IMihXmnqnjso4DrpbUBDwELEjl1wBDgKlpXtPLwAF1xKspImZLOhcYp2J5x6XAV4G3KO5lJVl/T09TyTcpnrz8cvo6IJW3eN8p/kHsCcwGXgQexczMzMxWGxFxo6QpFFM/oBiV9HQ9xyrCo4tWJ5L6R8SitH0mMDgiTq1x2Goj53C7bddcN1conn3rtWyx5jctzRbr7WyR4MO9cnVcFjbotWa2WG9HXT3zdflwrwG1K9XpN6+/mC3Woh75/mYWTfk+GXPv+0G2WAALH7wlW6we/fLNX9z6/N9lizW0T61BCPWbvTjfz56cer4z6nzFfbTv2tliAUx565Ws8XLJOXRonR69ssWa15SvD2IdNWSLtdEaWR51+Y67/zgt34e2nS7a7pMd+kv/mdMf6PRrbEma2rF7evtwRDxVz3Eebrf62Sctwz2T4gPz37UOMDMzMzNb1Ug6lWLk1foUj4P5haST6znWw+06QZpz9EALuz4ZER36J6iIuAWo60+pkralWDGubElE7NxS/RwkXUmxYl3ZpRFRbXlwMzMzM7PmjqNY4e4NAEnfp5iCcXmtA50kdYKUCA3t7HbUEhEzWMntjIivrszzmZmZmVm3Jd69rkQj1Dde10mSmZmZmVk314VXoOtI1wGPS7ojvT8A+Fk9BzpJMivpk3HS5xoZp/wty7jASq+ME56X1feogbrkXBwBoIfyXWdDxnu2OPL9N9VL3X9aac6FFgAG7HlotlgXHP7jbLFyfif79Mj3c6xLzsIm77/JnD/3Ie89i4yfjF4r9kjBd1kj6z3Lt5hQ/4Y+tSvVac0G/4rcHUTEDyWNBz6Rir4YEU/Wc6w/AWZmZmZm1m1IGg6sFxG/jYipwNRU/hlJPSJiSq0Y3f/PkGZmZmZmq7lGokNfXcz3KZ6V2dws4OJ6AjhJMjMzMzOz7mRARLzQvDCVrVdPAA+3MzMzMzPr5rpgb09HqvaU6LqeNu+epBJJizLGGiPp4FzxVpSkIekBskgaJumyzm6TmZmZmVkHuF/SBdLyVZxU+A7wYD0B3JO0GoqIycDklXlOST0jYtnKPKeZmZmZrZa+DlwD/EnStFS2PcXvv1+qJ0C37EmSdLSk6ZKeknRD6kV5MJU9IGnjVG9TSY9KmiHpv5vFOEPSpHTM+W05X2nXCEmPSHq+0qskqX9qw9R03v1T+RBJT0u6WtIsSeMk9U37hqf40yRdXOoRakjvK+08oc77M1LSb9L2eZKulTQ+tfOUUr0vSHoinfen6XwNqZdsZmr/aVXOM17SjyRNBk6VtKOkhyRNkTRW0uBSvf+VNDndg+GSbpf0XPn7Ium/0nlnSvpaKrtI0ldLdc6TdHpbv4dmZmZm1j1ExBsRcTjw78CY9No7Ig6LiLpGjnW7niRJWwPnArtGxDxJ6wDXA9dHxPWSjgUuo3iY1KXATyLi581+0d4b2BzYieKRB3dLGhERE+o8X8VginXZtwTuBn4NLAYOjIjXJa0HPCbp7lR/c+DwiDhe0q+Ag4BfUDwI6/iIeFTSRaX4xwELImK4pN7AREnjImJOG2/blsAewADgWUk/AT4MHArsFhFLJf0YOJJiVZANI2KbdP2DasReIyKGSeoFPATsHxEvSzoUuAA4NtV7O9U7FbgL2BF4FfizpP8FhgBfBHam+J48Lukh4BbgR8CVKc7ngU+15XtoZmZm1t2tjg+TjYjngefbc2x37EnaE7g1IuYBRMSrwC7ATWn/DSx/oNRuwM2l8oq90+tJinXVt6T4hbve81XcGRFNETEb2CCVCbhQ0nTgfmDD0r45ETEtbU8BhqQkZEBEPJrKK9dRaefRqRvxcWDdKu2s5t6IWJKu4aXUnk9SJCqTUvxPAh+i+KB9SNLlkj4NvF4jduVJkB8BtgF+l+KdC2xUqldJFGcAsyLiHxGxJJ3vgxTfszvSXwYWAbcDu6cHgr1P0gckbQ+8FhF/oQ3fQ0mjUi/W5JcWLqh5s8zMzMyse+t2PUnt0NJSHwK+FxE/XcHYS5rFhKI3Zn1gx9RDMxfo00L9RqBvjfgCTo6IsRnb2UjxuRBF79tZ7zlpkYx8CjiRoufm2OZ1St4otXVWROxSow1NzdrTRO3P6a3AwcD7WZ6U1f09jIjRwGiAj2+6xWq19IuZmZmtHhrDv+K0RXfsSXoQOETSugBp+NsjwGFp/5HAw2l7YrPyirHAsZL6pxgbSnpfG85XzUDgpZQg7QFsUq1yRMwHFkraORUdVto9FvhyGsqGpC0k9atx/no9ABxcuW5J60jaJA0R7BERt1H0Bu1QZ7xngfUl7ZLi9UpDFev1MHCApDXTNR7I8u/jLRT35WCKhAna9j00MzMzs24ozaf/gKSNK696jut2PUkRMUvSBcBDkhophludDFwn6QzgZYq5LQCnAjdJ+gbFPJhKjHGSPgo8qmLlwEXAFyiGotVzvmOqNPFG4B5JMyhW2Himjss6DrhaUhPFvJ7KmLBrKObqTFXR0Jcp5lqtsIiYLelcYJykHsBS4KvAWxT3spJgv6enqZV4b6tYvOIySQMpPns/opjjVM/xUyWNAZ5IRdekoXaV78EA4G8R8Y9UVvf30MzMzMy6H0knA98G/kUxOgmKUWTb1Tw23PXW5UnqX1mJQ9KZwOCIOLWTm9Ut5Rxut3XfWp2K9XvyzXnZYi2JfFM333rn582K26hnXc92q9smvQdki7U08l3n4IZao2jr99Cif2SL9ZryDSyIprezxZpx+k7ZYgEM2PPQbLEuOPzH2WL9bMGfssXaac31s8XK+bMnpzUyDoTZbs11s8UCeOTNfH+Li4zX2Tvjg0TXbeidLdbfGxdni7Vxxv9HPrBGroE5hV8+PVm1a3Ws/7ftv3XoL/3/M+OhTr/G5iT9Cdg5Il5p67Hdriepm9pH0lkU368XqN5TZWZmZmZm8BeWj8BqEydJdUpzjh5oYdcn25OdtkVE3MLyBQmqkrQt716pD2BJROzcUv0cJF1JsVJg2aURcV1HndPMzMzM6teYsTdxFfI8MF7SvZQWBouIH9Y60ElSnVIiNLSz21FLRMxgJbczIr5au5aZmZmZ2Ur1YnqtkV51c5JkZmZmZmbdTkScD8X8/vR+Ub3HOkkyK5nXtKR2pTo9u3h+tljLMi6Q8EbGWNCQLdKyjIsjALywZGG2WE05F7jJN9+Z12NptlhBr2yxcurRb62s8XIutnDOzV/JFuvqz3w9W6znF+d7KPbbGYfn5JzRvYx8C9A8l/FnNbT88MX26pHx5/WSjN+BVxrz/V+Z8/+Rvy17M1usRY35fr5a55G0DcU0lHXS+3nA0RFRc3VlJ0lmZmZmZt1c1j/4rTpGA/8VEb8HkDQSuBrYtdaBTpLMzMzMzLq51XThhn6VBAkgIsZLqmt9dydJZmZmZmbWHT0v6ZssX/n5CxQr3tWU7yllBoCkuieE1RFrjKSDc8VbUZKGSJqZtodJuqyz22RmZmZm1opjgfWB29Nr/VRWk3uSrF0iYjIwubPbYWZmZmbWkoh4DTilPce6J6kVko6WNF3SU5JuSL0oD6ayByRtnOptKulRSTMk/XezGGdImpSOOb8t5yvtGiHpEUnPV3qVJPVPbZiazrt/Kh8i6WlJV0uaJWmcpL5p3/AUf5qki0s9Qg3pfaWdJ9R5f0ZK+k3aPk/StZLGp3aeUqr3BUlPpPP+NJ2vIfWSzUztP63KeU6RNDu17Zel851eqjMzXfsQSc+k2H+UdKOkvSRNlPScpJ3quTYzMzOz7qaR6NBXVyLpR+nrPZLubv6qJ4Z7klogaWvgXGDXiJgnaR3geuD6iLhe0rHAZcABwKXATyLi55K+WoqxN7A5sBPFyqd3SxoRERPqPF/FYOATwJbA3cCvgcXAgRHxuqT1gMdK3/DNgcMj4nhJvwIOAn4BXAccHxGPSrqoFP84YEFEDJfUG5goaVxEzGnjbdsS2AMYADwr6SfAh4FDgd0iYqmkHwNHArOADSNim3T9g6rEPRPYNCKW1KhX8WHgEIqu1EnAERT3bz/gbIrvmZmZmZl1X5UOh0vaG8A9SS3bE7g1IuYBRMSrwC7ATWn/DRS/eAPsBtxcKq/YO72eBKZSJBGbt+F8FXdGRFNEzAY2SGUCLpQ0Hbgf2LC0b05ETEvbU4AhKbkYEBGPpvLKdVTaebSkacDjwLpV2lnNvRGxJF3DS6k9nwR2BCal+J8EPkQxYe5Dki6X9Gng9SpxpwM3SvoCsKyOdsyJiBkR0USRjD0QEQHMAIa0dICkUZImS5r8+qJsU8rMzMzMuozGiA59dSURMSVtDo2Ih8ovYGg9MdyTlEdLnwwB34uIn65g7PIT2ypPgjuSYuLZjqmHZi7Qp4X6jUDfGvEFnBwRYzO2s5HisyWK3rez3nNSaXvgU8CJwOdpfRLdPsAI4LPAOZK2pUiWygl+n9J2uR1NpfdNtPJ5j4jRFOvo8+FNNula/8rNzMzMrL3+k2LUV9kxLZS9h3uSWvYgcIikdQHS8LdHgMPS/iOBh9P2xGblFWOBYyX1TzE2lPS+NpyvmoHASylB2gPYpFrliJgPLJS0cyo6rLR7LPBlSb3SubdQnevH1+EB4ODKdUtaR9ImaYhgj4i4jWKY4Q4tHSypB/DBtL79Nyiuuz8wt3KMpB2ATTO118zMzMxWcZIOl3QPsGmz+Ui/B16tdTy4J6lFETFL0gXAQ5IaKYbMnQxcJ+kM4GXgi6n6qcBNkr4B3FWKMU7SR4FHJQEsolib/aU6z3dMlSbeCNwjaQbFCnPP1HFZxwFXS2oCHgIWpPJrKIahTVXR0JfJNG8nImZLOhcYlxKepcBXgbco7mUlSX9PT1PSAPxC0kCKXqnLImK+pNsohgjOohgi+Mcc7TUzMzOzbuER4B/AesAPSuULKaZy1KToYmMIrWNI6h8Ri9L2mcDgiDi1k5vV5eQcbvf+hlojHev3etPb+WJFY7ZYRR6bxwcaemWLBdBT+TrKmzL+nNyod/9ssSa/+XK2WMuU8f5HPdMH6zPr23tliwXwox+1dU2a1p1z81eyxRryma9ni/W+Hvm+ly9n/Nmj2lU6Jda6PdbIGA1eynjPcg73acp413pniwRLMl5lA/n+fxuY82ciMHXun3J+bNvl+K136dBf+q+e9WinX2NO7klafewj6SyK7/kLVO+pMjMzM7NuJOcf/FYVkj4OXA58FFiD4q+7b0TEWrWOdZK0EqU5Rw+0sOuTEfFKR547Im4Bbqmnbloc4YZmxUsiYueW6ucg6UqKlQLLLo2I6zrqnGZmZmbWrV1BMRf/VmAYcDSwRT0HOklaiVIiNLSz21FLRMxgJbczIr5au5aZmZmZWf0i4k+SGiKikWJO/JO0Ph/+HU6SzMzMzMysO3pT0hrANEn/Q7GYQ10T4ZwkmZX0zDixNecE/ccXV3vebtsMacg35XZI75pDeuv28JI3ssUC2ERN2WKt1bNP7Up1eizjYgsfX3P9bLEee2t+tlgtPzqufbY+/3fZYkHeifBXZ1xsYe59P6hdqU477PONbLEi48/EnLG26z0wW6xnl8zPFgugR481s8VqiqXZYv1u2NrZYp09M9/P1ylvzcsW69MDNsoWa+7b3e/h8o0ZfzavQo6imId0EnAa8EHgoHoOdJJkZmZmZmbdTkS8kDbfAs5vy7FOkszMzMzMurnVqScpPUu01QuOiO1qxXCSZGZmZmZm3cm+Kxog5/BsSyQ9kjneEElHlN4Pk3RZznPkIOkASVtV2X+ipKPT9nhJw9oQe5CkfE9uNDMzM7NuKSJeqLxS0eZp+yXg1XpiOEnqABGxa+aQQ4B3kqSImBwRp2Q+Rw4HAC0mSZJ6RsRVEfHzdsYeBLQpSZLknlIzMzMziofJduSrK5J0PPBr4KepaCPgznqOdZLUASQtSl9Hph6TX0t6RtKNkpT2fUvSJEkzJY0ulX9Y0v2SnpI0VdJmwEXA7pKmSTotxf2NpB6S5koaVDr3c5I2kLS+pNvSOSZJav6g1nJ7+0u6TtIMSdMlHZTKD09lMyV9v3x9ki5IbXwsnW9XYD/g4tTOzdK1/0jSZOBUSedJOr106qNS3ZmSdkqx31Un7RuS7sFmqf7FKlyc9s+QdGjpnj8s6W5gtqR+ku5NbZ1ZqWdmZmZm3d5Xgd2A1wEi4jngffUc6L+0d7yPAVsDfwcmUnyj/gBcERHfAZB0A8XYyXuAG4GLIuIOSX0oEtkzgdMjYt9UfyRARDRJugs4kOLhWDsDL0TEvyTdBPxvRPxB0sbAWOCjrbTxm8CCiNg2xV9b0geA7wM7Aq8B4yQdEBF3Av2AxyLinLTm/PER8d8pMflNRPw6xQFYIyKGpffnNTvvmhExVNII4Fpgmyr38Uxgm4gYmmIdRPHA2+2B9YBJkiakujukunNSvb9HxD7puHzrxpqZmZmtIlanhRtKlkTE2+l30sooo7puhHuSOt4TEfHXiGgCplEMnQPYQ9LjafWNPYGtJQ0ANoyIOwAiYnFEvFkj/i1ApXfksPQeYC/gCknTgLuBtSS19uCevYArK28i4jVgODA+Il6OiGUUyduIVOVt4Ddpe0rpmlprX2tuTuebkNo3qErd5j4B3BwRjRHxL+Ch1GYo7vmctD0D+HdJ35e0e0QsaMM5zMzMzGzV9ZCks4G+kv4duJWiU6ImJ0kdb0lpuxHomXqIfgwcnHpvrgba+7TKR4EPS1qfYk7Q7am8B/DxiBiaXhtGRK4noy2NeGfwaSPVeySrPSG0eSYfwDLe/blsz31555wR8UeKnqUZwH9L+lbzypJGSZosafL8RQvbcTozMzMz64K+AbxM8XvgCcB9wLn1HOgkqXNUfvGfl3p3DgaIiIXAXyUdACCpt6Q1gYXAgJYCpWTlDuCHwNMR8UraNQ44uVJP0tAq7fkdxZjNSt21gSeAf5O0nqQG4HCK3ppqWm1nKyrziD5BMdxvATCXIqlB0g7Apq3Efhg4VFJDShBHpDa/Sxo2+GZE/AK4uBK7LCJGR8SwiBg2qH9bmm9mZmZmXVH6/fXpiLg6Ig6JiIPTtofbdVURMZ+i92gmxVyhSaXdRwGnSJoOPAK8H5gONKbFB05rIeQtwBd499C2U4BhaSGG2cCJVZr038DaaWGDp4A9IuIfFPOAfg88BUyJiLtqXNovgTMkPaliwYlaFkt6ErgKOC6V3QasI2kWcBLwR4CU/E1MbbyYIjGcntr2IPD/IuKfLZxjW+CJNOzw2+lazczMzFYrjREd+upqIqIReDbNzW8zL9zQASKif/o6HhhfKj+ptH0uLXT3pVU39mwhbPOyctzJgJrFmcfyuUq12rsI+M8Wym8mzRtqVt6/tP1riqUViYiJvHsJ8JHNjjuvtP2ufaXyt4C9W9l3RLOiM9KrXGc87743YykSUTMzMzNbvawNzJL0BO+ejrFfrQOdJJmZmZmZdXNNq+fqdt9s74FOklYjkr4InNqseGJEfLWl+mZmZmZmq6I0J+mnEbFle453krQaiYjrgOs6ux1mZmZmZh0pIholPStp44h4sa3HO0kyMzMzM+vmuuLiCiuB5ySZmZmZmZmVeE6SWQ6jBn04W6wv7JHvwbS/+H27Vq9s0cQlr2aLtWuvtbLFasw8ofR7uzRlizX3mb7ZYs1etF62WNe+/kK2WFK+J0JENGSLNbTPwGyxAPr0yNe25xcvyBZrh32+kS3W1Hu/ny3WlJN/kC1Wz575/k2e9vzr2WL9fu98/yYBdn9wcb5gjUuzhfrPqfnu2U+3WDtbrNP+1L92pTr9c9lb2WJd++ne2WJZ54mIhyRtAAxPRU9ExEv1HOvnJJmZmZmZWbcj6fPAE8AhwOeBxyUdXM+x7kkyMzMzM+vmmrrAnCRJnwYuBRqAayLiomb7/wv4ErAMeBk4NiJWZNjEOcDwSu+RpPWB+0nP+KzGPUlmZmZmZtah0pLcVwL/AWwFHC5pq2bVngSGRcR2FInM/6zgaXs0G173CnXmPyuUJEl6ZEWO72okzZXUpsHJksbU2223OpE0SNJXMsc8oPyPSdJ3JO2V8xxmZmZm3VEj0aGvOuwE/Ckino+It4FfAvuXK0TE7yPizfT2MWCjFbzs/5M0VtIxko4B7gV+W8+BK5QkRcSuK3K8dSxJnTmcchCQNUkCDqD4ywMAEfGtiLg/8znMzMzMrI0kjZI0ufQa1azKhsBfSu//mspacxx1JjStiYgzgJ8C26XX6Ij4f/Ucu6I9SYvS18GSJkiaJmmmpN0lNaRelpmSZkg6LdUdL2lY2l5P0ty03SDpYkmTJE2XdEJrsau05yfpmzJL0vml8rmSzpc0NbVly1S+rqRxqf41gGpc79GpbU9JuqG0a4SkRyQ9X+lVktRf0gOlc+6fyodIelrS1em84yT1TfuGp/jT0r2YWe3etNLGkZIelnQ3MLvKfZWkK9JDtu6XdF+p7e/0qEkaJml82u4n6VpJT0h6snRNW6eyaekcmwMXAZtVrqWVtrZ4j1q615J2BfYDLk4xN0ufr4MlfVrSrc3uwW/S9t6SHk3nuFVSvmV0zMzMzAyAiBgdEcNKr9HtjSXpC8AwoMXfIes4/sOSdkvtuj0i/isi/gt4WdJm9cTINSfpCGBsRAwFtgemAUOBDSNim4jYFriuRozjgAURMZximb7jJW3aSuzWnBMRwygyxX+TtF1p37yI2AH4CXB6Kvs28IeI2Bq4A2h1nWVJWwPnAntGxPbAqaXdg4FPAPtSJAcAi4ED0zn3AH4gqZKEbQ5cmc47HzgolV8HnJCutbGOe9OaHYBTI2KLKsceCHyEomfmaKCeXsFzgAcjYqd0TRdL6gecCFya2j2M4i8DZwJ/joihKYtvSYv3qKV7HRGPAHcDZ6SYfy7FuR/YObUF4FDglynROxfYK51jMvBfdVynmZmZmeX1N+CDpfcbpbJ3UTGV4hxgv4hY0s5z/Qhoad37BWlfTbmGY00CrpXUC7gzIqZJeh74kKTLKcb/jasRY29gOy2f3zOQIpl4T+wqMT6vomuvJ0XishUwPe27PX2dAnwubY+obEfEvZJeqxJ7T+DWiJiX6pcfNnNnRDRR9NxskMoEXChpBNBE0Z1Y2TendB1TgCGSBgEDIuLRVH4TRdIFrd+bOa209YmIqOxr7dgRwM0R0Qj8XdKDVa69Ym9gP0mVJLMPRWL5KHCOpI2A2yPiueX5YFWt3aNq9/o9ImKZpP8DPivp18A+wP8D/o3iMzAxtWeN1NZ3N6L4zIwCOHjDLdll3Wo9v2ZmZmarnqbI96yydpoEbJ7+WP834DCKzpB3SPoYxfC4T9f7PKNWbBARM5oXRsQMSUPqCZAlSYqICekX3X2AMZJ+GBE/l7Q98CmKnobPA8dSLOlX6cHqUwoj4OSIGNs8fkuxW6izKUUP0fCIeE3SmGbxK5loI/mXPi9nuZXs4EhgfWDHiFiqYlhhnxbqNwK1nlTZ6r1pxRu1jpX0mSrHV/seHRQRzzar/7Skxym+R/elIX3P19HOaveorX4JnAS8CkyOiIWp5+53EXF4tQNTd/BogB9uv1fnr49pZmZmlllT5oe2t1X6o/ZJwFiKJcCvjYhZkr5D8bvb3RTD6/oDt6Y/cL8YEfu143SDquyr6wnxWYbbSdoE+FdEXA1cA+yQhjr1iIjbKIY87ZCqzwV2TNvlVeHGAl9OPUZI2iLNgXlP7FaasRZFcrAg9eb8Rx1Nn0DKYCX9B1DtEdIPAodIWjfVX6dG7IHAS+mX/z2ATapVjoj5wEJJO6eiw0q7W7w3Nc5f69gJwKEq5iwNphjuVjGX5d+jg5rFOrkybDBl+0j6EPB8RFwG3EUx3HEhMKBG21q7R63d62oxH6L4bBxPkTBBsSrKbpI+nOL0k7RFjTaZmZmZWQeIiPsiYouI2CwiLkhl30oJEhGxV0RskKZWDG1nggQwWdLxzQslfYliFFdNuXpURgJnSFoKLKKY47IhcJ2kSiJ2Vvp6CfCrNMTp3lKMa4AhwNT0S/jLFKuZtRT7PSLiKUlPAs9QrJwxsY52nw/cLGkW8AjwYmsVU6Z7AfCQpEaKddyPqRL7RuAeSTMo5sI8U0d7jgOultRE8Uv/glTe2r2pR2vH3kExrG02xXWXh6GdD/xM0neB8aXy71KM45yevq9zKIYEfh44Kn2P/glcGBGvSpqoYvGJ37YyL6nFe1TlXv8y3Z9TeHeCTUQ0psUajgH+M5W9rGK5x5sl9U5VzwX+WM+NMzMzM7NV0teAOyQdyfKkaBjF1IsD6wmg6AJP37WCpP4RUVkx8ExgcEScWuOwXOceA/wmImo+gbg7yznc7gt7LMwVil/8vlanXP0mLqk6xatNPtV73WyxHl66oHalNvjeLvnGXs99pq6e+brMXtTeEaXvde3rK/IQ8nf7V7ZIEE3LssUa2mdgtlgAfXo0ZIv1/OJ8n9llGf8vnnrv97PFmnLyD7LF6tkz37/J055vaT52+/xijzWzxQLY/cHF2WI1NuaL9YGMn/2fblFt4E3bnPanfP9XDuzZu3alOv1477wzMza47Im6Jmt3pE9tvk2H/tI/9rmZnX6NzaWRStukt7Miop45+ED+uTm2YvaRdBbF9+UFqvdUmZmZmZnVpXE17BiJiN8Dv2/PsatkkpQWCWj+54KjWlrFoh2x1wUeaGHXJyPilRWNX01E3ALcUk9dSdsCNzQrXhIRO7dUv45zH9Oe4+qRu61mZmZmZh1plUySOvKX65QIDe2o+LmkhHBoZ7ejHqtSW83MzMy6o85e3W5Vk+thsmZmZmZmZt3CKtmTZNZRxr75z2yxNp3w/myxrpj/XLZYG/fMN0l5nb75/ir1h7fmZ4sFsPf9S7PF6qN8E55zWhD5rjGKpwTkoXx/f5u9uNozvtsu56zitzP+VTYytiznYgs7Xv71bLHefrGeRV7rM+/LP8sW66ePb1C7UhuItzPGyve5+HvjktqV6vSv1/ItQNNEvkU4/pxxMZWpj1Z9ckub1fNcGutanCSZmZmZmXVzTavhwg0rwsPtzMzMzMzMStyTZGZmZmbWzeV7UtnqwT1JqwlJj3R2G2qRdIykKzow/hhJB3dUfDMzMzPrHpwkrSYiYtfOboOZmZmZ2arASdJqQtKi9HWwpAmSpkmaKWl3SQ2pl2WmpBmSTkt1x0salrbXkzQ3bTdIuljSJEnTJZ3QWuwq7fm0pKmSnpL0nof3Shoi6cEU/wFJG6fyQ1LspyRNqNEeSbpC0rOS7gfel/OempmZmVn35DlJq58jgLERcYGkBmBNige9bhgR2wBIGlQjxnHAgogYLqk3MFHSOOBzLcR+D0nrA1cDIyJijqR1Wqh2OXB9RFwv6VjgMuAA4FvApyLib6V2ttaejwEfAbYCNgBmA9fWuDYzMzOzbser27WNk6TVzyTgWkm9gDsjYpqk54EPSbocuBcYVyPG3sB2pfk9A4HNW4rdyvEfByZExByAiHi1hTq7UCRdADcA/5O2JwJjJP0KuL1Ge0YAN0dEI/B3SQ/WuC4zMzMzMw+3W91ExASK5OFvFMnG0RHxGrA9MB44EbgmVV/G8s9I+clxAk6OiKHptWlEjGspdge0/0TgXOCDwBRJ67bWnnpjSholabKkyX9d0FK+ZmZmZrZqayI69NXdOElazUjaBPhXRFxNkQztIGk9oEdE3EaRgOyQqs8Fdkzb5VXhxgJfTj1GSNpCUr+WYrfSjMeAEZI2Tce3NNzuEeCwtH0k8HCqu1lEPB4R3wJepkiWWmwPMAE4NM1ZGgzs0VJjImJ0RAyLiGEbDWypKWZmZma2OvFwu9XPSOAMSUuBRcDRwIbAdZIqSfNZ6eslwK8kjaIYhldxDTAEmCpJFMnKAa3Efo+IeDnFvD2d8yXg35tVOzm16YwU/4up/GJJm1P0Hj0APAVMb6U9dwB7UsxFehF4tI77Y2ZmZmarOSdJq4mI6J++Xg9c30KV9/T6RMQzwHalonNTeRNwdnqVtRa7pfb8Fvhts7IxwJi0/QJFgtP8uM81LwOilfYAnFRPe8zMzMy6My/c0DYebmdmZmZmZlbiniTrUJIeB3o3Kz4qImZ0RnvMzMzMVkfdcXGFjuQkyTpUROzc2W0wMzMzM2sLD7czMzMzMzMrcU+SWUnfHr2yxWpQvm7tfjRki9VDyharIV8oGpqW5AsGdNW/AfXIeM8aPXKiU2X8VhIZo/Xs2ZQt1tsvPpMt1hobb5kt1tuR7xpzC/K1rSHezhZrWcbPWM7/33or3/9vHk5mOTlJMjMzMzPr5pxEtk3X/FOrmZmZmZlZJ3FPkpmZmZlZN9fkjqQ2cU+SmZmZmZlZiZMkew9Jj3R2G8zMzMzMOouH29l7RMSund0GMzMzM8vHCze0jXuS7D0kLUpfB0uaIGmapJmSdpfUIGlMej9D0mmp7nhJw9L2epLmpu0GSRdLmiRpuqQTWotdrT2SLpD0lKTHJG2QyteXdFuKPUnSbql8hqRBKrwi6ehU/nNJ/96Bt87MzMzMugEnSVbNEcDYiBgKbA9MA4YCG0bENhGxLXBdjRjHAQsiYjgwHDhe0qatxG5NP+CxiNgemAAcn8ovBf43xT4IuCaVTwR2A7YGngcqCdgugIcSmpmZ2WqniejQV3fj4XZWzSTgWkm9gDsjYpqk54EPSbocuBcYVyPG3sB2kg5O7wcCm7cUu0qMt4HfpO0pQKU3aC9gKy1/OOpakvoDDwMjgBeAnwCjJG0IvBYRbzQPLmkUMApg+/dtxJBB69W4JDMzMzPrztyTZK2KiAkUycbfgDGSjo6I1yh6fsYDJ7K892YZyz9PfUphBJwcEUPTa9OIGNdS7CpNWRoRlT9RNLI8ue8BfLwUe8OIWETR27R7eo0HXgYOpkieWrrO0RExLCKGOUEyMzMzMydJ1ipJmwD/ioirKZKhHSStB/SIiNuAc4EdUvW5wI5p++BSmLHAl1OPEZK2kNSvpdjtaOI44ORSe4cCRMRfgPWAzSPieeAPwOkUyZOZmZmZWVUebmfVjATOkLQUWAQcDWwIXCepkmCflb5eAvwqDV27txTjGmAIMFXFuLiXgQNaid1WpwBXSppO8VmeQNG7BfA40JC2Hwa+R5EsmZmZma12ovtNG+pQTpLsPSKif/p6PXB9C1Xe0+sTEc8A25WKzk3lTcDZ6VXWWuxW25O2fw38Om3PAw5t5ZijStuP4F5TMzMzM6uTkyQzMzMzs26uO65A15GcJFmXIelxoHez4qMiYkZntMfMzMzMVk9OkqzLiIidO7sNZmZmZmZOkszMzMzMujkPtmsbhZe6MHvHJz60ZbZ/EAN7Nh852H5PL5mfLdYaqHalOjVkjPVmj17ZYgGsS1O2WP0ztm1Zxp+5N+3Wv3alOo14eH62WD2U7371aVqcLRZk/szSmC3W1r3XzhZrUdPb2WLNW5bv/r8d+f5NPnPfD7LF2mnfM7PFAljcf9NssRYt+ku2WDS9mS3UkF79ssV6cel7nvHebr0zrtE0vN/7ssUCGDP78Xw/fNppq0027dBf+me/MKfTrzEn9ySZmZmZmXVzXrihbbwsspmZmZmZWYmTJDMzMzMzsxInSdYmkh7p7DaYmZmZmXUkz0myNomIXTu7DWZmZmbWNp6R1DbuSbI2kbQofR0saYKkaZJmStpdUoOkMen9DEmnpbrjJQ1L2+tJmpu2GyRdLGmSpOmSTqhy3v6SHpA0NcXev7Tvm5KelfQHSTdLOj2Vbybp/yRNkfSwpC078NaYmZmZWTfhniRrryOAsRFxgaQGYE1gKLBhRGwDIGlQjRjHAQsiYrik3sBESeMiYk4LdRcDB0bE65LWAx6TdDcwDDgI2B7oBUwFpqRjRgMnRsRzknYGfgzs2f5LNjMzM7PVgZMka69JwLWSegF3RsQ0Sc8DH5J0OXAvMK5GjL2B7SQdnN4PBDYHWkqSBFwoaQTQBGwIbADsBtwVEYuBxZLugaLnCdgVuFV6Z9n+fA8uMjMzM1uFeLhd2zhJsnaJiAkpYdkHGCPphxHxc0nbA58CTgQ+DxwLLGP50M4+pTACTo6IsXWc8khgfWDHiFiahuz1qVK/BzA/IobWCixpFDAKYLN1N+D9aw2qozlmZmZm1l15TpK1i6RNgH9FxNXANcAOaRhcj4i4DTgX2CFVnwvsmLYPLoUZC3w59UYhaQtJrT3GeyDwUkqQ9gA2SeUTgc9K6pN6j/YFiIjXgTmSDkmxlRK494iI0RExLCKGOUEyMzOz7qiJ6NBXd+OeJGuvkcAZkpYCi4CjKYbAXSepknyflb5eAvwq9djcW4pxDTAEmKpiTNzLwAGtnO9G4B5JM4DJwDMAETEpzU2aDvwLmAEsSMccCfxE0rkU85V+CTzV/ks2MzMzs9WBkyRrk4jon75e///Zu+84uar6/+Ovd0Kkd1ARBEIRf0iJGJBeVOyCBUUBkaJYERsKiqKoX6VY+KJfkSIdBRTFTpPeEwgJIIgSbBQVKaEFkrx/f5wz5GYzuzv3ztnMZPN55jGPzNyd+czZ2Xt377nnnM8HOK3NUzYbuMH2ncAmlU2H5e1zgM/n23Dv+x9gq0G+fIztL0taCriSnLghJ4B4/XCxQwghhBBCqIpOUhgNTpC0IWmN0mm2b+51g0IIIYQQwsIrOkmhr0jaGDhjwOaZtl852Gts7zGyrQohhBBCWLiNvlVDIys6SaGv2J5GqrcUQgghhBBCT0QnKYQQQgghhFEuRpLqiU5SCBVvX3aNYrHes9Wjwz+pQ5+54vnFYj0y+5lisVZdbKhSVfU86znFYgHstcyyReOVsvLSM4vFevvVDxaLRcnPX8M/pVP/b8kVywUDltDYYrHufvqRYrHumlku1mWvXaVYrB/e8IJisUra4s2HFIt146+/WSwWwPg3lWvbmDHjisUaV/DAPHjFFxaLdfTDDxSLNU7lKtscvsnsYrHCwinqJIUQQgghhBBCRYwkhRBCCCGEMMrFdLt6YiQphBBCCCGEECqikxRCCCGEEMIo5xG+dULS6yXdJenPkuZbwCdpcUnn5K/fIGntht9u16KTtBCRdG2v27AwkPT5XrchhBBCCCHMJWks8H3gDcCGwHskbTjgafsDD9teD/gOcOSCbeVc0UlaiNjeutdtWEhEJymEEEIIob9sAfzZ9j22nwF+Auw64Dm7Aqfl+z8FXi2pYM7UzkUnaSEi6fH8/2qSrpQ0RdJtkraTNFbSqfnxNEmfzM+9XNLEfH8VSffm+2MlHS3pJklTJX1wmPf+XI57q6Rv5m0TJF2fX/9zSStW3vM7kiZJ+qOkzSWdL+luSV/Lz1lb0p25zX+SdJak10i6Jj9vi/y8pSX9SNKNkm6RtGvevk+O+fv8/KPy9m8CS+bP5qz8+t/kdt8maffyP5kQQgghhDCM1YG/Vx7/I29r+xzbs4BHgZUXSOsGiOx2C6c9gAttfz0PXS4FTABWt70RgKQVhomxP/Co7c0lLQ5cI+ki29MHPlHSG0g9+1faflLSSvlLpwMH2r5C0hHA4cAn8teesT1R0kHABcArgP8Cf5H0nfyc9YB3AvsBN+Xva1tgF9Jo0FuBLwB/sL1f/p5ulHRJfv0E4OXATOAuScfZPkTSx2xPyG1/B3Cf7Tflx8sP87mEEEIIIYSaJB0AHFDZdILtE3rVnm7FSNLC6SZgX0lfBja2PQO4B1hH0nGSXg88NkyM1wJ7S5oC3EDqpa8/yHNfA5xi+0kA2//NnY0VbF+Rn3MasH3lNb/M/08Dbrd9v+2ZuZ0vzl+bbnua7TnA7cCltp1fs3alnYfkdl4OLAGsmb92qe1HbT8N3AGs1abt04CdJR0paTvb81V4lXRAHvWadN1D/xzkIwghhBBCWJhpRG+2T7A9sXIb2EH6J3PPAQHWyNvaPkfSYsDywENdf+sNRCdpIWT7SlKH5J/AqZL2tv0wsCmpI/Eh4KT89FnM/TkvUQkj0ijQhHwbb/uigs2cmf+fU7nferzYgOcMfF71OQLeUWnnmrb/2Ob1s2kzMmr7T8BmpM7S1yR9qc1znjuot1p54KhvCCGEEEIo4CZgfUnjJT0PeDdzL6q3/BJ4X76/G2k2UU9KPEUnaSEkaS3gQdsnkjpDm0laBRhj+2fAYaSOAcC9pKlukHa2lguBD0sal2O+RNLSg7zlxaSRq6Xyc1fKIzIPS9ouP+e9wBWDvL4bFwIHthbtSXp5B695tvJ9vQh40vaZwNHM/VxCCCGEEMICktcYfYx0bvdH4Fzbt0s6QtIu+WknAytL+jPwKWC+NOELSqxJWjjtCBws6VngcWBv0kK3UyS1Or6H5v+PAc7N80R/U4lxEmlK2825A/Jv0hqg+dj+vaQJwCRJzwC/Ja0Zeh9wfO483QPsW+j7q/oq8F1gav7epgNvHuY1J+Tn30xaN3W0pDnAs8CHR6CNIYQQQghhGLZ/SzqPrG77UuX+06T16j0XnaSFiO1l8v+nMTc9YtV8oyS27wQ2qWw6LG+fQ+rodJQu2/Y3gW8O2DYF2LLNc3es3L+cNAVwvq8BG1W271O5f2/ra7afAubLvGf7VODUyuM3V+5/Dvhc5ekXtvueQgghhBAWHT3JpL3Qiul2IYQQQgghhFARI0nhOZI2Bs4YsHmm7Vf2oj0hhBBCCKGUGEmqIzpJ4Tm2p5FqD4UQQgghhLDIiul2IYQQQgghhFChHqUeD6Evrb32esUOiLFjnlcqFLPnPF0sFp5TLNTYsUsVizVn9hPFYgEwZvFioTxnVrFYJS2//AblYj1xb7FYj8yeOfyTOvSYZxeLBWUnm5T86zlmTLljSWPGlotV8FqqKfe7Z+mlXlQs1owZ04vFApj+m28O/6QOfeBdxxSLdfHjDxaLNXaxcvvr7FkzisWCcvv+YostUywWwJ//MrXnc93WXmudET3pv/ev9/T8eywpptuFEEIIIYQw2o2qLszIi05SCCGEEEIIo16ssqkjPq0QQgghhBBCqFhkO0mSru11G0qSdK+kVYZ5zj6SXlR5fJKkDUewTY8XjPXWalslHSHpNaXihxBCCCGE0LLIdpJsb93rNkha0NMd9wGe6yTZfr/tOxZwGwYlaagVl28Fnusk2f6S7UtGvFEhhBBCCGGRs8h2klqjHJJWk3SlpCmSbpO0naSxkk7Nj6dJ+mR+7uWSJub7q0i6N98fK+loSTdJmirpg0O8746SrpL0S+COwV7brl15+3tym26TdGSb+GtLuq3y+DOSvixpN2AicFaOueSA76dtXEmPS/q6pFslXS/pBUN8b+MlXZfjfG3A9/zryuPvSdon379X0pGSbgbeKekD+bO4VdLPJC0laWtgF+Do3PZ1889ntxzj1ZJuye/7I0mLV2J/RdLN+WsvHaztIYQQQgijmUb432izyHaSKvYALrQ9AdgUmEIqqLq67Y1sbwycMkyM/YFHbW8ObA58QNL4IZ6/GXCQ7ZcM8dr52pWnyh0JvCq3cXNJb+3km7T9U2ASsKftCbafan1tmLhLA9fb3hS4EvjAEG9zLPCD/Jnd30m7sodsb2b7J8D5tjfP7/dHYH/b1wK/BA7Obf9Lpe1LAKcCu+f3XQz4cCX2f2xvBvwA+EyNNoUQQgghhEVUdJLgJmBfSV8GNrY9A7gHWEfScZJeDzw2TIzXAntLmgLcAKwMrD/E82+03SrMMNhr27Vrc+By2/+2PQs4C9i+5vfbzlBxnwFao0CTgbWHiLMN8ON8/4wa739O5f5GeaRtGrAn8LJhXrsBMN32n/Lj05j3Mzk//z9c20MIIYQQRi9pZG+jzCLfSbJ9Jemk+p/AqZL2tv0wafTmcuBDwEn56bOY+5ktUQkj4MA8yjHB9njbFw3xttWqmW1f265dHX5L1TYObGcTz3puxeHZDJ82vl2hsuHaVP08TgU+lkeFvtLmuXW1qloO2nZJB0iaJGnSjBnD9YdDCCGEEMJot8h3kiStBTxo+0RSZ2iznCVujO2fAYeRpscB3Au8It/frRLmQuDDksblmC+RtHSHTWj72nbtAm4EdsjrocYC7wGuGBDvQeD5klbOa3PeXPnaDGDZNm3oJG4nrgHene/vWdn+V2BDSYtLWgF49RAxlgXuz59HNcZgbb8LWFvSevnxe+u23fYJtifanrjsssvVeWkIIYQQQhiFopgs7AgcLOlZ4HFgb2B14BRJrU7kofn/Y4BzJR0A/KYS4yTSVK6bJQn4NykbWycGe+187bJ9v6RDgMtII1C/sX1BNZjtZyUdQer4/BO4s/LlU4HjJT0FbFV5zbBxO3QQcLakzwHPvd723yWdC9wGTAduGSLGF0nTDv+d/291jH4CnCjp41Q6qLaflrQvcJ5StsCbgOMbtD2EEEIIIQQANHcmVQhh7bXXK3ZAjB3zvFKhmD3n6WKx8JxiocaOXapYrDmznxj+SXWMWbxYKM+ZVSxWScsvv0G5WE/cWyzWI7NnDv+kDj3m2cViAUXzL5X86zlmTLljSWOGqqZQM1bBCSem3O+epZd60fBP6tCMGdOHf1IN03/zzWKxPvCuY4rFuvjxB4vFGrtYuf119qwZxWJBuX1/scWWKRYL4M9/mdrzRTvrjN9gRE/675l+V8+/x5JiJCmEEEIIIYRRb5FfZVNLdJJGiKSNmT/D20zbr+xFe0qS9AXgnQM2n2f7671oTwghhBBCCCVFJ2mE2J5Gqjk06uTOUHSIQgghhBDCqBTjbiGEEEIIIYRQESNJIVQsVjARQclFyhRcvF5ygficOc8Wi7V40SX1cwtkFaH+vJ705JP3FYu1fLFIsNq4cvvYY8+UXNQNLnhtcEzBY3yOyx1LzC4XSwWPy7F+plisxx//e7FYY8aMKxYLyiZbOPHczxSLtfabDi4WywV/96tgkp2S+2vRv+F9QqOw4OtI6s+//CGEEEIIIYTQIzGSFEIIIYQQwmjXp7Mi+lV8WiGEEEIIIYRQEZ2kEEIIIYQQQqiITtIIkXRtr9uwsJP0+QGP4zMNIYQQQmhAjBnR22gz+r6jPmF76163QdLCvuZsnk5SP3ymIYQQQghh9ItO0giR9Hj+fzVJV0qaIuk2SdtJGivp1Px4mqRP5udeLmlivr+KpHvz/bGSjpZ0k6Spkj44xPvuKOkqSb8E7hjste3a1Wq3pO9Iul3SpZJWzdsnSLo+x/i5pBUrbT5S0o2S/lSJ87K8bUp+zfp5+16V7T+UNHaQ7+ObwJL5eWcN+Ex3lHSFpAsk3SPpm5L2zHGnSVo3P29VST/L3/tNkrbp6ocaQgghhBAWCdFJGnl7ABfangBsCkwBJgCr297I9sbAKcPE2B941PbmwObABySNH+L5mwEH2X7JEK9t1y6ApYFJtl8GXAEcnrefDnzO9ibAtMp2gMVsbwF8orL9Q8CxOf5E4B+S/h+wO7BN3j4b2LPdN2D7EOAp2xNst3vOpvk9/h/wXuAluQ0nAQfm5xwLfCd/7+/IXwshhBBCCGFIC/t0rIXBTcCPJI0DfmF7iqR7gHUkHQf8BrhomBivBTaRtFt+vDywPjB9kOffaLv1tcFeO1+78tfnAOfk+2cC50taHljB9hV5+2nAeZX3Oz//PxlYO9+/DviCpDWA823fLenVwCuAm3JBsyWBfw3zvQ/mJtv3A0j6C3M/w2nATvn+a4ANK8XTlpO0jO3Hq4EkHQAcALDqKquz3HIrNWxSCCGEEEJ/imKy9UQnaYTZvlLS9sCbgFMlfdv26ZI2BV5HGg15F7AfMIu5o3tLVMIIOND2hR2+7ROdvLZdu9p9Cx2838z8/2zyPmX7bEk35Pi/zdP8BJxm+9AOv49O3hNSx25m5X5rvx4DbGn76aEC2T4BOAFgvXU36eT7DSGEEEIIo1hMtxthktYCHrR9Imm612aSVgHG2P4ZcBhpehzAvaSRFoDdKmEuBD6cR32Q9BJJS3fYhLavbdeu/PwxlffeA7ja9qPAw631RqTpbVcwBEnrAPfY/l/gAmAT4FJgN0nPz89ZKbdjMM+22t3QRcydeoekCV3ECiGEEEJYeGnMyN5GmRhJGnk7AgdLehZ4HNgbWB04RXpuj2qNrBwDnJunf/2mEuMk0jS2m5XGSv8NvLXD9x/ste3aBWkUagtJh5Gmwu2et78POF7SUsA9wL7DvO+7gPfm+A8A/2P7vznuRfl7fxb4KPDXQWKcAEyVdPMg65KG83Hg+5Kmkvb1K0kjdyGEEEIIIQxKdswuCnNJetz2Mr1uR6+UnG5n5pQKxexZM4rFGjNmqWKx7FnFYi3uZ4vFApg55nnFYtnlfpYljVus0wHl4a3mZ4rFWnJM26SVjdz1TLl9Pyl3tXNMwWN8TleD5iNHlFvDMLbgPjan4O+x0us0XrXk8sVinXjuZ4rFWvtNBxeLNabg/uqOZvV3puT+qjFlj8m//OW2ni8IWn/9l4/oSf/dd9/S8++xpNE3NhZCCCGEEEIIXYjpdgspSRsDZwzYPNP2K7uJ24tRpJzgYfEBm99re9qCbksIIYQQwmikUbhuaCRFJ2khlTsQE3rdjhK67diFEEIIIYShKSaQ1RKfVgghhBBCCCFUxEhSCBWLF0yQsMtyQ2U3r+ecx8slNdh+yeWKxdpk3LLFYn3/8QeKxQKYOG7gDM7mVltsyWKxfjnj78Vi+dlHisX6W8GF2GNmPVkuVrFIybiCi8RnFlwkfvHEFYvFet/NjxWLdd/smcM/qUOzCn5eY+aU28fGFWwXwMWPD1mar5aSyRbu/c3RxWJ9+t3HFov1m8f+VizWl1Zcv1isM54o+zcpLHxiJCmEEEIIIYQQKmIkKYQQQgghhFEuEjfUE59WCCGEEEIIIVREJykUIemtkjYc4usfkrR3vn+5pIk1Yq8g6SMl2hlCCCGEsCiSxo7obbSJTlIo5a1A206SpMVsH2/79IaxVwBqdZIkxVTSEEIIIYTQSHSS+piktSX9UdKJkm6XdJGkJSWtK+n3kiZLukrSSyWNlTRdyQqSZkvaPse5UlLblC+SlpF0iqRpkqZKekfe/p687TZJR1ae/7ikr0u6VdL1kl4gaWtgF+BoSVNy+y6X9F1Jk4CDJH1Z0mcqb/3e/NzbJG2RY8/znPy1tYFvAuvm5x+dv8ej89enSdo9P3/H/Hn8ErhD0tKSfpPbelvreSGEEEIIIQwlrrb3v/WB99j+gKRzgXcA+wIfsn23pFcC/2f7VZLuIo3mjAduBraTdAPwYtt3DxL/i8CjtjcGkLSipBcBRwKvAB4GLpL0Vtu/AJYGrrf9BUlHAR+w/bXcMfm17Z/mOADPsz0xP/7ygPddyvaE3JH7EbDREJ/BIcBGtifkWO8gFdLdFFgFuEnSlfm5m+XnTs/Pu8/2m/Lrlh/iPUIIIYQQRq1I3FBPfFr9b7rtKfn+ZGBtYGvgPElTgB8Cq+WvXwVsn2/fALYFNgduGiL+a4Dvtx7Yfji/5nLb/7Y9CzgrxwR4Bvj1gPYM5pwhvvbj/H5XAstJWmGI5w60LfBj27NtPwhckdsMcKPt6fn+NGBnSUdK2s72ozXeI4QQQgghLKKik9T/qpX8ZgMrAY/YnlC5/b/89SuB7YAtgN+S1vLsSOo8lfKs7VY1xtkMPRr5xBBfG1jR0cAs5t0nl6jfvLnvaftPpJGlacDXJH2p3QskHSBpkqRJDz9erphsCCGEEEK/kMaM6G20GX3f0ej3GDBd0jsB8vqcTfPXbiSNMs2x/TQwBfggqfM0mIuBj7YeSFoxx9lB0ipK6UreQxqtGcoMYNka30drHdG2pOl+jwL3kjo1SNqMNG2wXeyrgN3zOqxVSaNcNw58gzxt8EnbZwJHt2IPZPsE2xNtT1xxmTrfQgghhBBCGI2ik7Rw2hPYX9KtwO3ArgC2ZwJ/B67Pz7uK1LmYNkSsrwEr5sQGtwI72b6ftA7oMuBWYLLtC4Zp00+AgyXdImndDr6HpyXdAhwP7J+3/QxYSdLtwMeAP+Xv6yHgmtzGo4GfA1Nz2/4AfNb2A23eY2Pgxjwt8fD8vYYQQgghhDCkSNzQx2zfSyWhge1jKl9+/SCv2a5y/2zg7GHe43HgfW22/5i8bmjA9mUq938K/DTfv4Z5U4DvOOB1X67cn+drle1PAa8d5Gt7DNh0cL5Vn3M5cHnl8YXAhe3ihRBCCCGEMJjoJIUQQgghhDDKjcaCryMpOkmLCEn7AgcN2HyN7Y+2e34IIYQQQgiLqugkLSJsnwKc0ut2hBBCCCGEBW80ZqAbSfFphRBCCCGEEEJFjCSFUHHACusVi/Whr29bLNY5Bw6Zf6OW3ZdeulisVx22VbFYZ3/lj8ViASz99N+LxXpizqxisTZfcpVisR6a9VSxWPc+O1RZs3rmoGKxVhlT9s/U8wrOyX9o9szhn9Shz982p1isH75kxWKxHny4Sbm69sZqYHm85r76n38Xi3Xwii8sFgvgY//9V7FYnvNssViffvexxWJ96ycDZ+83t/oePygWa5mx5Y6j87+yU7FYYeEUnaQQQgghhBBGuUjcUE9MtwshhBBCCCGEihhJCiGEEEIIYZSLkaR6YiQpFCHprZI2rDw+QtJrhnj+REn/OwLt2EfSi0rHDSGEEEIIi47oJIWuSVoMeCvwXCfJ9pdsXzLYa2xPsv3xEWjOPkB0kkIIIYQQFiKSVpJ0saS78//zZaGRNEHSdZJulzRV0u4j1Z7oJAUAJK0t6U5JZ0n6o6SfSlpK0pck3STpNkknSFJ+/uWSvitpEvA5YBfgaElTJK0r6VRJu+Xnbi7pWkm3SrpR0rKSdpT06/z1L0s6I+/0d0v6QN6+jKRLJd0saZqkXStt/aOkE/NBcpGkJfP7TQTOyu1YUtI3Jd2RD6RjevDRhhBCCCGE4R0CXGp7feDS/HigJ4G9bb8MeD3wXUkrjERjYk1SqNoA2N/2NZJ+BHwE+J7tIwAknQG8GfhVfv7zbE/MX1sf+LXtn+bH5P+fB5wD7G77JknLAe3yFm8CbAksDdwi6TfAv4C32X5M0irA9ZJ+mZ+/PvAe2x+QdC7wDttnSvoY8BnbkyStDLwNeKltj9RBFEIIIYTQ78b0fzHZXYEd8/3TgMtJF+KfY/tPlfv3SfoXsCrwSOnG9P2nFRaov9u+Jt8/E9gW2EnSDZKmAa8CXlZ5/jkdxNwAuN/2TQC2H7PdrujMBbafsv0f4DJgC0DA/0iaClwCrA68ID9/uu0p+f5kYO02MR8FngZOlvR20tWHEEIIIYTQf15g+/58/wHmnvO1JWkL4HnAX0aiMTGSFKoGVvoz8H/ARNt/l/RloFpZsFz1yfbvvSfp6sArbD8r6d7K+1erOM4GlpwvoD0rH0CvBnYDPkbq6M1D0gHAAQDvWv2lbL3yGt19JyGEEEIIfWaks9tVz6eyE2yfMOA5lwDtKjh/ofogzwAatAK1pNWAM4D32S5XRbgiRpJC1ZqStsr39wCuzvf/I2kZUkdjMDOAZdtsvwtYTdLmAHk9UrvO+a6SlshT5HYEbgKWB/6VO0g7AWt18D08147c5uVt/xb4JLBpuxfYPsH2RNsTo4MUQgghhFBf9Xwq305o85zX2N6oze0C4MHc+Wl1gv7V7n3y0o3fAF+wff1IfT/RSQpVdwEflfRHYEXgB8CJwG3AhaSOy2B+Ahws6RZJ67Y22n4G2B04TtKtwMXMOxrVMpU0ze564Ku27wPOAibmqX57A3d28D2cChwvaQqps/TrPF3vauBTHbw+hBBCCCEseL8E3pfvvw+4YOAT8lr3nwOnt9bBj5SYbheqZtnea8C2w/JtHrZ3HPD4GiopwEmpuFtfu4mUlKHq8nxrmWp77wEx/wNsRXsbVZ53TOX+z4CfVZ63xSCvDyGEEEJYZCwExWS/CZwraX/gr8C7INXWBD5k+/152/bAypL2ya/bp7JOvZjoJIUQQgghhBB6yvZDpHXkA7dPAt6f759JSi424qKTFACwfS+V0ZkF/N5f7sX7hhBCCCEsKhaCkaS+EmuSQgghhBBCCKEiOkkhhBBCCCGEUBGdpBBCCCGEEEKokD1onaYQFjkf32jbYgfEOJW7BvGzGfcVi3XX995bLNaXD72sWKzzZ5asTQzPzmxbXqGRklXqlkDFYs2crwZzcyWvmM3u6+tvJX+a5eb3j2F2sVjrjFumWKw5BfexxQuuh7j7mceKxVpz3NLFYgHc82y532Uas3ixWIvPeaZYrANWWK9YrE+d/eFisX659/8Vi/Xbp58qFgvg+NuvLffLv6HNJ+4+oif9N006p+ffY0n9/JcshBBCCCGEEBa4yG4XQgghhBDCKDcmstvVEiNJIYQQQgghhFARnaSwUJD0CUlL9bodIYQQQghh9IvpdmFh8QlSheUnO32BpLG2y62GDiGEEEJYSEUx2XqikxT6jqSlgXOBNUjpo84DXgRcJuk/tneS9ANgc2BJ4Ke2D8+vvRc4B9gZOErS84EPAbOAO2y/e0F/PyGEEEIIYeESnaTQj14P3Gf7TQCSlgf2BXay/Z/8nC/Y/q/SZZFLJW1ie2r+2kO2N8uvvQ8Yb3umpBUW7LcRQgghhNAfYiSpnliTFPrRNGBnSUdK2s72o22e8y5JNwO3AC8DNqx87ZzK/anAWZL2Io0mzUfSAZImSZp0238fKPQthBBCCCGEhVV0kkLfsf0nYDNSZ+lrkr5U/bqk8cBngFfb3gT4DbBE5SnVSn5vAr6f490kab7RU9sn2J5oe+JGK72w7DcTQgghhBAWOtFJCn1H0ouAJ22fCRxN6uDMAJbNT1mO1BF6VNILgDcMEmcM8GLblwGfA5YHypWiDyGEEEIIo1KsSQr9aGPgaElzgGeBDwNbAb+XdF9O3HALcCfwd+CaQeKMBc7Ma5oE/K/tR0a89SGEEEIIfabNZJowhPi0Qt+xfSFw4YDNk4DjKs/ZZ5DXrl25/yywbfkWhhBCCCGE0Sym24UQQgghhBBCRYwkhRBCCCGEMMqNiRTgtcRIUgghhBBCCCFUxEhSCCGEEEIIo5zGxEhSHdFJCqFiLCoWa8LYxYvF+nnBIfJn/nZnsVgbjx1XLNYvxpSLBfD/Fl+hWKxHZ80sFuvh2eViLVVwf53JnGKxlsDFYi1VOBvTMmOXGP5JHfrnrCeLxXr9smsUi/XArKeKxfrL0+1qeTczp+B+sXjBiTDjVHpSTbnf1yp4jH9pxfWLxVpmbLnfF7/c+/+Kxdrl9I8Ui3XXHj8oFissnGK6XQghhBBCCCFURCcphBBCCCGEECpiul0IIYQQQgijXBSTrSdGkkIIIYQQQgihIjpJo5ikFSQ1WsUo6VRJu9V8zUmSNmzwXjtK+vUQX19c0iWSpkjavUbcyyVNrNueEEIIIYTRRho7orfRJsbdRrcVgI8A5VLHDMH2+0co9Mtz/AmdvkCj8WgNIYQQQggLRIwkjW7fBNbNIzBHSzpY0k2Spkr6SutJkvbO226VdEbl9dtLulbSPa1RpTzqc7mkn0q6U9JZkpS/9tzIjaTXS7o5x7w0b9tC0nWSbslxNxjuG5D0fOBMYPP8fawr6dU5xjRJP5K0eH7uvZKOlHQz8M5KjDF5ZOxrXX+iIYQQQghh1IuRpNHtEGAj2xMkvRbYDdgCEPBLSdsDDwGHAVvb/o+klSqvXw3YFngp8Evgp3n7y4GXAfcB1wDbAFe3XiRpVeBEYHvb0ysx7wS2sz1L0muA/wHeMdQ3YPtfkt4PfMb2myUtAVwOvNr2nySdDnwY+G5+yUO2N8vt+BBpHz8LuM321zv94EIIIYQQRpNI3FBPjCQtOl6bb7cAN5M6PusDrwLOs/0fANv/rbzmF7bn2L4DeEFl+422/2F7DjAFWHvAe20JXGl7+oCYywPnSboN+A6po1XXBsB023/Kj08Dtq98/ZwBz/8hw3SQJB0gaZKkSdP++0CDJoUQQgghhNEkOkmLDgHfsD0h39azffIwr5k54PXtts+m8xHJrwKX2d4IeAuwRIevq+OJAY+vBXbKI1Bt2T7B9kTbEzde6YUj0KQQQgghhN4ao7EjehttopM0us0Als33LwT2k7QMgKTV83qfPwDvlLRy3r5S20j1XE9azzR+QMzlgX/m+/s0jH0XsLak9fLj9wJXDPH8k4HfAucqxplDCCGEEEbEq3Y4xL1uQ0nRSRrFbD8EXJOnt+0MnA1cJ2kaaX3RsrZvB74OXCHpVuDbBd7338ABwPk5ZmsK3FHANyTdQsP1cLafBvYlTdubBswBjh/mNd8mTTM8Q1Ls8yGEEEIIYUhxZX2Us73HgE3HtnnOaaS1PdVt+wx4vEz+/3JS4oTW9o9V7u9Yuf874HcDYlwHvKSy6bB2Mdu0b+B7XkpOCz7geWsPeFxtz+GDxQ8hhBBCCN35wxXf1PDPWnjEVfUQQgghhBBGudHWiRlpMZIU+oakfYGDBmy+xvZHe9GeEEIIIYQwvNHYAYuRpNA3bJ9Syb7XukUHKYQQQgihgNHYmRkp0UkKIYQQQgghNDJaO16yR1W2vhC6csaEnYsdEO8+5nWlQrHp/t8vFmvv5dcpFmuPTR8tFmv7K/87/JNq+OKK6w3/pA6NpdzvyTUWf7ZYrFMeG1gWrLlrnvxPsVgls+1v/Lyli8UCWGpsubb96alHisVareD3+aPXL14s1s3XLVMsVknnPFFu3z98k9nFYgHsfNMzxWKZOcVivWRMufPY87+yU7FYn/z6pGKx1l1sqWKxDj77w8ViAfCyd/RVR6Jkuu7R2kmKkaQQQgghhBBCbaO1gwTRSQohhBBCCGGRMpo7N6VEJymEEEIIIYRQy2jvaEUnKYxaki6XNLHX7QghhBBC6DejvZPTregkhb6nkqvAQwghhBBCVxaFDlZ0kkJjkj4l6bZ8+4SktSXdKeksSX+U9FNJS+XnvkLSFZImS7pQ0mp5++WSjpR0o6Q/Sdoub99H0i8l/QG4VNIyki6VdLOkaZJ2zc9bO7/XiZJul3SRpCUHtHOMpFMlfW0Bf0QhhBBCCH1rUejsNBWdpNCIpFcA+wKvBLYEPgCsCGwA/J/t/wc8BnxE0jjgOGA3268AfgR8vRJuMdtbAJ8ADq9s3yy/ZgfgaeBttjcDdgK+Jal1YK8PfN/2y4BHgHdUYwNnAXfbPqzQtx9CCCGEsEhaVDpW0UkKTW0L/Nz2E7YfB84HtgP+bvua/Jwz8/M2ADYCLpY0BTgMWKMS6/z8/2Rg7cr2i223iucI+B9JU4FLgNWBF+SvTbc9ZZAYPwRus13tlM1D0gGSJkmadNlD/+jgWw8hhBBCGB3qdHoWlQ4SRCcplDewOJlJHZzbbU/It41tv7bynJn5/9mkkZ+WarXAPYFVgVfYngA8CCwx4PXtYlwL7CRpCQZh+wTbE21P3GnlNQZ7WgghhBBCWEREJyk0dRXwVklLSVoaeFvetqakrfJz9gCuBu4CVm1tlzRO0stqvt/ywL9sPytpJ2CtDl93MvBb4NxIABFCCCGEML9ORogWpVEkiE5SaMj2zcCpwI3ADcBJwMOkDtFHJf2RtEbpB7afAXYDjpR0KzAF2LrmW54FTJQ0DdgbuLNGW78N3AKcISn2+RBCCCGEARa1TtBw4sp6aCx3Pr7deixpbWCW7b3aPHcKsH2b7TtW7v+HvJ7I9qmkTlj1a1vR3kaV5x0zSOzDCSGEEEIItS2KHai4qh5CCCGEEEJYJDtDg4mRpFCM7XupjOqEEEIIIYSF26LacYqRpBBCCCGEEAKw6HaKBopOUgghhBBCCGE+i3SHyXbc4ha3GjfggH6NF7Ei1sLUtog1OmL1c9siVuwXC1OsfrvttP3n3Os29PKm/AMOIXRI0iTbE/sxXsSKWCMdL2JFrJGOF7FGR6zS8RaFWKG/xHS7EEIIIYQQQqiITlIIIYQQQgghVEQnKYT6TujjeBErYo10vIgVsUY6XsQaHbFKx1sUYoU+EmuSQgghhBBCCKEiRpJCCCGEEEIIoSI6SSGEEEIIIYRQEZ2kEEIIIYQQQqiITlIINUlaUdImXbz+QEkrlmxTv1Hy4l63Y6RIWmmoW6/btzCQtFSv2zCQpG0l7ZvvryppfK/btKiQ9GpJS/a6HQujfjyWSpM0RtJyvW5HWLREJymEDki6XNJy+QT4ZuBESd9uGO4FwE2SzpX0eknqsm0H5bZJ0smSbpb02gZxVpX0eUknSPpR69akTU4ZYX7b5LUD2vSpoW4NY24jael8fy9J35a0Vs0wk4FJ+f9/A38C7s73JzdsV5GfYyXeSyRdKum2/HgTSYd1EetESRdJ+kPr1jDW1pLuAO7MjzeV9H81Y7x9qFvDdh0OfA44NG8aB5zZMNZEST/PP8OpkqZJmtokVo73TknL5vuHSTpf0mYNYy0l6YuSTsyP15f05poxin/+wN7ArZKul3S0pLc0vZhUeN8v9tlX2tY3x1IlVpHvU9JR+ffYuPwz+LekvRq26ewca2ngNuAOSQc3jHXEgMdjJZ3V61ihv0UnKYTOLG/7MeDtwOm2Xwm8pkkg24cB6wMnA/sAd0v6H0nrNmzbfrltrwVWBN4LfLNBnAuA5YFLgN9Ubk3dLGnzLl4PsOwwtyZ+ADwpaVPg08BfgNPrBLA93vY6pM/qLbZXsb0y8GbgoobtKvVzbDmRdML/bG7zVODdDWOdR7o4cBhwcOXWxHeA1wEP5XbdCmxfM8Zb8m1/0nG0Z76dBOzXsF1vA3YBnsjtuo/m+9hZwCnAO3I735z/b+qLtmdI2pb0e+dk0n7cxCnATGCr/PifwNdqxij++dt+n+2XkH7H/h34PumiQxMl9/2Snz3037HUUur7fG3+PfZm4F5gPZp/fxvmWG8FfgeMJ/1ebOLFkg4FkLQ4cD7pwlavY4U+tlivGxDCQmIxSasB7wK+0G0w25b0APAAMIt0UvxTSRfb/mzNcK2RqDcCZ9i+XWo0OrWU7c81eN1gXgnsKemvpBNPkb71jqcq2v5Kwfa0zMqf/67A92yfLGn/hrG2tP2B1gPbv5N0VMNYpX6OLUvZvnFAiFkNY82y3c2J4Txs/31Au2bXfH1rStxFpBOp+/Pj1YBTGzbrmbxfOMdaumEcgH/b/mUXrx+o9fm8CTjB9m8k1e3YtKxre3dJ7wGw/WTd/WwkPv882rAdsDHwH+B7wFVNYlF23y/52UOfHUttXtft9zmuEuc824928WtsnKRxpE7S92w/2zo+G9gPOCt3bnYCfmv7u30QK/Sx6CSF0JkjgAuBa2zfJGkdGl45knQQaWrJf0hXXg/Ov/zH5Jh1O0mT88nKeODQPGViToOm/VrSG213PU0ue123ASR91vZRko4D5vvjaPvjDcLOyH/c9gK2z5/7uGFeM5j78jSe1rSsPYH7GsYq9XNs+U8enWyd9O8G3N8w1q8kfQT4OWkUAgDb/20Q6++StgacT4AOAv7YsF0vbp2gZw8CazaMda6kHwIrSPoA6UToxIaxDpd0EnAp835e5zeM98/ctp2BI/PV66YzQZ5RWvvT2i/WrbaxppKf/3dJo7rHA5fZvrdhHCi775f87KF/j6VS3+evJN0JPAV8WNKqwNMN23Q8aTTqVuBKpWnRj9UJMGDK4LHAD4FrcrzNbN/ci1hh4RDFZENYwCR9BfiR7b+2+dr/s13rj1w+yZ8A3GP7EUkrA6vnKSZ14swAlgaeIU9TIY38NF4sm6e0bZcfXpWng9R5/Vts/0rS+9p93fZpDdr0QmAP4CbbV0laE9jRdq0pdznWSsDhpCkuBq4EjmhywlPq51iJtw6pEvzWwMPAdGCvJiefkqa32ew85bBurFVIJxivIY2eXQQcZPuhBrG+R5q6+uO8aXfgz7YPrBsrx9uZNN1RwIW2L24Y50zgpcDtzO3o2najqWhKC/NfD0yzfXcesdnYdu2pnUrr3L4AbEj67LcB9rF9eYNYpT//l5GOpW1z3Lts155eVXjfL/bZ53j9eiwV+T5z52pp4FHbs/OI7DK2H6wZZwywm+1zK9sEjLXd8aigpMuG+LJtv6oXscLCITpJIXRA0ktI87NfYHsjpex2u9iuPR1B0hkD//C329ZBnCEX1fb6qlYeMfsAab42pDUfJ9g+rnetAklHDpxW2G5bzZhL236iy3adQepkXWX7zm5iDYi7NDDG9oxSMfuJUqKAVkf8Sts/bxjnU8A5tv9ZoE132d6g2zg51ljgdtsvLREvx1wZ2JJ0Yn297f90EettzF0H083nvxypw7YD6ee5Sm5b2wskHcbset8v9fu6n5XcxyTdbHuz4bZ1GGuS7YkF2jQGeKftc7qNFRYt0UkKoQOSriAtPv2h7ZfnbbfZ3qhBrHn+YOQ/UNNsb1gzTvGrWpJ2Ye4Jz+W2f103RiXWVGCrVuchn7BcV2dNUiXWqqTMYxsCS7S2N/we2/0Rn9qwXVuTpkwuY3vNPHL2QdsfaRBrJ9LJ4XbAusAtpJPOY+vGyvHaZf97FJhse0rNWOOAD1PZN0jHwrODvmjwWOOBA4G1qUz5tr1L3VglKWW3exfwX+Ac0nqKWle/K7FOAY62fUehtl0AHGj7bwVi/Qo4G/hltx37HG8tYH3bl+TRiLFNOiX598XV+Xal7X900aaS+36R39eV1/flsdTtPpZH6FcnTT3eg7lrLJcDjm/SAZP0TdK09HPICVWg2dTEUh2uHGtxUlKWtZn3cz9isNeEhVN0kkLogKSbbG8u6ZZKJ2mK7Qk1YhwKfB5YEniytZk0ve0E24cO9toFIf9B2pyUmQvgPcCkpu2SNA3Y3PbT+fESpCluGzeIdRHpD+VngA8B7yMtju949EfSh4GPkDogf658aVngWtt7NmjXDcBupBPOrjrP+bVjST+DnUjf51NNr+5KOhuYCPwqb3ozMJX0h/082x0nmFBaXzMOaE1vfC8w2/b7G7TrVlLmrGlU1lzZvqJGjBm0WaNWidXNFNFNSNPG3gH8w3btLJaS/kjaz6aT1p3UTloyIN6VwMuBG5n3ZLHJyfAOpO/vTcBNwE+AX7eO05qxPgAcAKxke11J65NOiF9dN1Yl5lK2nxz+mUPG6HrfH6nf1/12LFVidbWP5SnR+5A+90mVL80ATnWD9XiFpyaW7HD9ntzpppIow/a36sYK/S06SSF0QNLvgI+R/sBuprQQeH/bb2gQ6xslOkSSXmX7DxqkLkndP0r5Su4E23Py47HALV2c2H2K1JlpTb95K3Ca7e80iDXZ9iuqIz6tjmuNGMuTsgh+Azik8qUZTf5Q5pg32H7lgM7zrbY3bRDrUtJc/utIWb2utv2vJu3K8a4E3mj78fx4GVJK99eTrqh3fCW83ffUxfd5g1MK/a5J+ippQf4ZpBPYPYHVbH+pi5gvBN5JShm9bMMRxrZ1t9xmHWKH8XYYJF7tk+FKzLHAq0hTYl/fpGMpaQqwBXBDZf+f1vBCyFakE/4So7Il9/0iv68r8fr1WCqyj0l6h+2flWhTSYU7XI0vhIWFS2S3C6EzHyUtBH6ppH+SFwLXCSDppU5rTc5Tm/VErr+GaAfgD7Svv2LmrgWqYwXSdCNINZMas/1tSZeTFmED7Gv7lobhWlNR7pf0JlIGuZVqtudR4FGlbHQP2J4paUdgE0mn236kQbtKZpeaCrwC2Ih0lfIRSdfZfqphvOczb9ayZ0lr6p6SVDeb2WxJ69r+C4DSwvimqYaPzVPbLmLe7F5N1tDtMuDk8gf56nrtTpJSxrF3AauSatl8oIvpckWvPtq+QtILSKOMADd22YFekvR7Y3dgM+aOatQ10/YzyimeJS1G8+/9u6SMmL+EVPNHUtOaP8X2fduHSlodWIt5p1Zd2bBtfXksFdzHfi1pDwpNRZO0EfNPs66dZMf2+CbvP4hrJW1se1rBmKEPRScphA7Yvgd4jbpbCPwp0tSUdkPyJl3VrdOmw/P/+zZoSzvfAG5RWusk0pz5Q4Z+yeA0d3HzzW221fW1PBL0aeA40jz3TzRs2s+AiZLWI3V8LyCt0Xhjg1gfImWXWp1UlPMi0pS+2mx/EkAp9fc+pKKfLwQWbxKPNG3yhrzWANJJ8dl5H6578n8wcJmke0j7xlpA0/1uY9IUo1dRyfxGzf0/e0LSnqQpYyZNEW26zubFwCfqrlkZxG9ye0Q6uRsP3AW8rEkwSe8CjiatXxFwnKSDbf+0QaxzSaM/vyfVIrqiNXrcwBWSPg8sqZQZ8CPMneJWm8vV/Cm27+dpWu/Or2u1p5XJsom+PJYK7mMXMHcqWtPU8q02HQ7sSOok/RZ4A2nNWpNMpMXWgpEu/O2TR6e6nk4b+ldMtwuhA5JWINU2Wpt5r441qdNTXB5deRnzXm2rfeVOKe1r9UriA120qdiCZ0nb2L5muG112iXps6Q1P8dVp8v1sF0fIyVteAWpNshVpEx3f6gbqxJzc1IaZEg1viYN9fxhYi0OtDK23WW70QmQpD+TCpA+07QtlVhrkzqp25BODq8hdXTubRivq5T1Q8TdDPhIk3Un+fW3Aju3ruwrJTK5pOEUrdfl1zbtgFRjjQH2p5I2HTjJDU4sJP0U+Dap4/ZK0qjsRNvvbti2Ivu+pLuATZru74PE7Mdjqcg+VnIqmtK61k1J0743zSNdZ9reuUGskmvBik6nDf0rRpJC6MxvgesZsEC2CaW1Pz8Gzm1Nuegy3vHAUqTF/ieREgncWOP1L7V9Z2UKYCur1Iskvaju1A1VFjxLahX+e27Bc51YFceRpgUNt60Tz0p6D6nT25qq2LSYbMl2LUE6SZzsGnVAhuJU+PivOTaS1nSN7FUafN3bepKaFke9jTSts/F0sZbcGdq12zgAkj5OGultfU9nSiqSst72zZK6WTsyZsDUp4eoWeiz9bMkrXvbdcCITaOfZR6BOhE4Ualm2BpNOkhZu1HZjzaM1fW+X3EP6fdDt6MifX0sUWAfy0pORXvK9hxJs5RSxP+LNOLbxOYDOnx/yB3D2lqdIUnPp3JhMow+0UkKoTNL2G6XVraJ1lqAcyXNIWXbObfhH3CArW1vopTU4CuSvgX8rsbrS08D/AbwDRVY8Ky0mHtrYFXNm9Z3OWBsw7D7kk7Ivm57ulIa3TN63S7bx0jalnSF85R8JXcZ2+0WHHfSxl1IP9MXkU4u1gTupN6Ur5Fa93anpJuYdx1Fk0xtS5BGMgaOojYp2vp+4JWem7L+SFISjdqdpAH7xBjS6OB9DdrU8ntJFzJv0dY6xziMwM9Sac3hLqRzicnAvyRd25o6WodTrabaGSYHaVeJfb/lSWCKUmKV6v5adxZBXx9LlNnHoOxUtEl5FseJpP3rcdIx2USxtWBt9q+1SGtRG02nDf0rptuF0AFJnyT9gv418/4xapQVrRJ3feCLwJ62G51ca26GteuBt5OuAN5ue72acZbwgDTA7bbViPc24A9OCRNaUxZ3tP2LGjF2IM1J/xBwfOVLM4Bf2b67YduWBNa0fVfD1xdvV55/PxHYwPZLJL2IlE1xm4ZtvJXUwb3E9suV6jDtZXv/BrHGD+ystdvWYaximdoknUc6+d0DOIJ0kv1H2wc1iFUyZf3hlYezSNMnf9b0WMox387cJChXuXnR1pI/y1vyvvV+4MW2D1fzmmOrkjLtrc28U5prd3gL7/tti9nabpTsol+PpRyv631spKai5am1y9me2vD1ryat85xnLZjtoeoNDhar2P4V+pztuMUtbsPcSNM+HiGd7EzPt3u6iLcW8FnS1bEbgU93EeuLpCuK7wAeIKVE/mqDODd3sq1GvClttt3S9PPK/y9V4Gf5FtIi+un58QRSnaNu2rUcKV10N+2aQvrjfUtl29Qu4k3K/99KmkoDcGvDWO32jcnd/iwK/CxvqX5OpGlR1zeM9an8WX0536aQ1jd128YxpJO7bmIc2cm2Bf2zJE0/Xo00NW7z6s+iQaxrgSNJGQbf0bo1jFVs38+vXZJ08aLEPtuvx1KxfSy/9vmkEbw1SRekmsS4tJNtw8R4Z/5/PCkJzib5tngX31vR/Stu/XuL6XYhdObTwHpOU0K6olSAdBwpzfA7nTLndeMop4W/P5P0a9K0o46vWGtupfQlJb0c5qmUvlQX7Wo3n73p75wXKdWqWgboqoYK6QR4C1J2I2xPyVMvmlg1f+bLAkh6FNjP9uQGsZ6xbUnOsZZu2KaWR5Tqw1wJnCXpX9TM/CbppaQpJMsPWEuxHDXn4ku62va2mr8QbGs6TpMCsK3MVI8opQp+gHRyVpsLpqxXKmb6IdJ0npuA5SQda/voJvGAnYGBhZPf0GbbUG0q9rOsOIKUrOEapzVA6wCNRndJF0A6/n6G0fW+3yLpLcAxwPOA8ZImAEe45pS2heBY6nofy23reipaHsVdClhF0orM+zdp9TrtAQ4l/a39mVMioUYjUQMU279Cf4tOUgid+TNzq653a283nOY1iOvIiQJyZ2mmpJvpPHnA60gpp9cgJQ5omUFKwNDUJEnfBr6fH3+UNHLWxHcpV0PlWduPat6F602TcfyIlLXsKoC8pugU0pXKus6V9ENgBUkfAPYjzcVvalfgKeCTpGloy5NOauvYAHgzaaSyupZiBmlqVMdsb5v/X7ZmG4ZyQj6JOoy0byxDGlltajppetxigCRt5mb1mza0/ZhSevLfkVLpTyalWO6YpA+T0mqvo5TwpWVZUia/Oor9LFtsn0c6AW09voc0AtTEryW90fZvG76+qsS+3/JlylxU6ctjqfA+BvBVYEsGTEWrGeODpBIPLyIdNyJ1BmdQf43gQ5IuInVwfznwi3U7u1nJ/Sv0sViTFEIHJP2cdCXsMhou3pW0l+0zByzqfo7tb7fbPkS81gjQmaQ1GdWrbcfbfmnNeEUrpeeRkC8Cr8mbLga+5rwwvmas1rqrW5xTdat5lfqTgUtJJ67vAD4OjLP9oQaxnmtPZds8qc9rxtuZSjpl2xc3idPhe11ne6sOn7uV7aYLpgfGmq9WVrtthd7rfe5w7Yikr5IuFvyFuVfnbbtJzZnbSdM4zwa+51Sos/b+qlQbbEVSDbNqzbIZbrgesvDPcg3SSWtr3dxVwEG2/zH4qwaNNYOUeW8maYSwm1GR4d6rzr5/ve0tB/zuabTuKr+2r46l0vuYpEm2J+Z1Oy93yk7X9Hf1l4Dv5gsOXyRd+PtqnQsXkp6XX3cGKTnLPFxz/ZZSKYtLbO9U53Vh4RQjSSF05hf51o3W9Kl2V/+aXK0YbAToMZqNABWtlJ47Q42L0Q7wd0lbA1YqCngQaQpHEwcCXyCdjP2YNF3oqw1jXZFHf35M+hnuDlyunE697ihE7hSNWMdogDpTfG6R9FHKZJGbZ9qNpMVI2d9GwkHMrYsynHcB67pAzRngh6T1i7cCV+bF7I8N+Yo2nJKePCpp4JSnZSQt42YZMT8k6Y+2HwHII3HfavizPIXUEXxnfrxX3la7js1woyKSXmb79totbK/Ovn97/r04VinRzsdJ66ea6qtjaQT2sdZUtKvofirabraPyCP0ryJNe/wBqY5WR/LxfL2krW3/e7DnSTrO9oEdxJstaY6k5fNnF0axGEkKYQFTwQKk+bVFRoAk/Z65ldKfS41qu11q8E7irUpKTjHwZKDJlflVSDVUXkO6wnwR6Yr1Q03aVoqkoTIjdTQKMULrC4ZVZ8RLBbLIqVI/i7lTV5+rn+Uu08UP8p7zjfQN8dyfAR/2vLViSrVDwFjn+ld1Rrjy86eR9g2RjqXxpCKktVMODzL62fHnNOB1U2xPGG5bCd2M0HYTS9JSpIsq1YK5X3XzrJ99eSyV2sfyDIKnc5zWVLSzmvyu1tzsid8gFSI/u+m+2sF71dknLgBeTrqg9VwHsM7MkrBwiE5SCEOQdK7td1X+gMyjyZSLdr+Mu5yi9ULg68CLbL9B0obAVrZPrhmnWKX0HO8iUg2oz5AWsb8P+LfLLc5u2q7LaP+zrN15W5jVPClonaxMdarJNY6UInjLBu87ZP2skiMGNb/HicAFpAKd3dacKdauQV6/GWkt3HzThzp47a2kVPwP58crAVe4WarzS0kjR63aOu8hJbx4dd1YHbxXsZPjkh2uBu+9UBxLXe5jLySt4zIpjf4DDdvwa1Jh4Z1JU+aeAm5sMnWvg/eq87uiaFr40L9iul0IQ2td3Xtzt4E0MoVRIZ2knEK62gnwJ1LnpFYnibKV0gFWtn2ypIPyvO8rlIoedkzScQwxFbHhlbvPVO4vQVqXNKtBHCS9APgfuuyg5lj/C/y41HqFTt6yxnNLZpEb7ir3GXSedGQ4db7H00gpqKfRPJFHp+q0az62b5bU8ZSjAb4FXJdHNATsRrrI0sR+pDVJ3yEdp9eSijWPhJJXdDv+/HPn+fPMPw250ZokFpJjqek+plQz60ukwrkCjpN0hO0fNWjGu4DXA8fYfkTSasDBDeIUFZ2hRUd0kkIYgu37892PDBwBkXQk9dKjPo+UfWsx5l2X9BjpRKWpVWyfm6dgYHuWpCaVxEtWSoe5JwP3S3oTcB+wUs0Yk/L/2wAbkjp/kNZA3NGkUZ4/Pfc1km5sEgs4lTIdVEjTHL8oaQPg58BPbE8a5jWDknRku322sq1OooTSWeSG0lUHYoA6U1iftP2/Bd97KLVO+AdcVBlDOvG9r9Eb26dLmgy0Fp6/3XbTY+mvQPGRthLyOrD1bV+iVDx6Mdsz8pfr7PtnkU7MS3We+/JYKriPHUxK2PBQjrsyqfNcu5Nk+0ng/Mrj+0l1AEdCnc9qG1LWw7XImTBJfyublpIIfSo6SSF0pusaEpXRlFPdZfXxAZ7If4ha9XW2JK0tqusNBdsE8DWlzEmfJl1tXo6UMrVjrSt2Smlqt62s6TietDC4tjy9qGUMaaHz8k1iUa6D2vpeT8vtewdwpKQ1ba/fsG1D7rO2b+skiKQxwGN5etaVwEifCHTcgZB0EKmTOgM4ibRO4BDbFwHY/liN970qr334JfNOt2uSAnw4dTuC1Ysqs4DfAI3XIdq+XdK/yWsF837W8QL9ERrhHU7HCTWUUugfQLoosy4puc3xwKtz+zra97N/254vdXQT/XwsUW4fe4h0PLbMyNv63bE1nnsy6W/ZPOt3w+gTnaQQhqDyNSQATpL0Ts+bXeontl/XMN6nSCd260q6BliVBiNTtv+qlEVofdunKCVeWKZunMpoxZLOmZOYe9W6qRVJnaxWStpl8rYmJjN3gfIsUm2c/RvGKtVBrVoPeClzizDWUnqfdUrh+1ng3LqvXQD2s32spNeR9of3kqYYXdQgVmu9S3VtiElZtUqr9XOw/RUASculh54xzEsGpQLFPpk7wltMvjo/xfYTkvYijWQc27qgVHPNzkdJa2JuyK+9W1KjKW3A4ZJOIpUNqHaezx/8Je3187FUcB/7M3BDTm5gUk2hqa2RKtcsddEtSb9i6A79Lvn/U2uEfdT277psWlgIRCcphKGdTSoGOWQNCUkrthZCd2CVVgcJwPbDXfwBb80d34FUrFCkjETPDvOy+Ug6HJiY45wCjCPVYNpmqNe18UZJhzC30nkJ3ySlzr2M9D1uT5ruUJvt8YXaBIU6qACSjgLeRqrT8xNSBq1HGoTqaJ+t6RJJnyFNJaxmc2oabyh1UnC3RmTeCJyRR0gaTddzwbonhUe4WutiTiFf7Zf0KLB/w+mYXRf7HKE1GT8ANpW0KWn0+STgdGCHBrFm2n6mtSsopcZuuqZpX9JFi3HMnW5nKtPAaurLY6ngPvaXfGu5IP9fsoh0HceMQMzLJB1N2gdGetQ59FBktwuhgJqZcSYDb2tNb5G0NnB+3WxLkt4+1NfrXumUNIV0MnezuyiamP94fIA02vNk9Ut0kdI6Z0xqLSS+oZoxqU4WpxH43Bajyw5qjvNB4Ge2/9Pk9W3irQv8w/ZMSTsCmwCnN+l45XVqAzWag587MXsC6zjVQFkTeKHt2uvCJJ1CKqg8HtiUlADlctu16y4VTsJxq+1N8wjXB0lrTs6oe4xX4k0FPmr7qvx4W+D/mqwXVNlinxcDRUbFW79DlQqI/tMp6UujLHT5gsMjwN6kumgfAe6w/YWhXjdIrLtsb1D3dUPE69djqdg+NtqpfekHexHLkLooiJGkEMqoc/X6C8DVkq7Ir9uONH++rrfk/59Pypr3h/x4J9JC2bpXOp+xbUmtqWNLD/eCdmwfDBws6QLbuzaJMUjcB5h7VXKgOlmc9qf95/Vval4hVioKeVargyZpRUnvsf1/ncaoOBHYQ1LXJzzZz4CJktYDTiB9dmeTRl1qKTz69n+kK/KvItWJmUFq6+YNYu0PTADusf1knvrYNLvaqZRLwlFshCub3Tp5BbB9taRGGRmZW+zzSrov9rlqwVHxGXlt33uB7fL6nXENYx1C2jemkTqpvyWNTDVxraQN3TC5xUB9fCx1tY9J+q7tTww2vc0jkEq/DqVCwN8gJQCq1u2r3TktOeoc+lt0kkIoo+MhWdu/z1MbDgBuAX5Bqv9Q7w3tfeG5ekQbOmfiU0qTemrdeMC5kn4IrJAXPu9H8xMLhusgSbrO9lZN4w8MV+O542jzebU+z5o+YPv7rQf5JPEDpJOXur5PuRMegDlOiSTeDhxn+zhJtzQJJGnvdtttn94g3CvziMEtOcbDkp7XpF2k425DUor+I4ClqZwA1VQsCQcwOR+X44FDJS1Lg8xoSrVqICV8+SGpHpGB3YHLG7ZtV9Lvm08yt9jnEQ1jzVYl6YNSRrmm01N2JxVY3c/2A/kiwdFNAtmeQ7rocGLDtlRtCUxRoayf/XYsFdzHzsj/j8T0thJOAQ4npavfiXQxZUyTQCVHnUN/i05SCAuYUh2Jg0gZl6aQ/ghfR/MF4i/23FTlAA8Ca9YNYvsYSTuTUpJvAHzJ9sUN29SJpiez7dQ5MSvyeWVjJcl53rKksaRU702U7DwAPCvpPaQpR61Rx6ZX5qsdtSVIWcJuJq0ZadKuscxNdrEqzVMrl7ySXjIJR6kRrm8NeHx45X6jzojt1qjRHFJtqHnUvHhRalSc3DH6GdDK5vgfUir82nKHpt1oRpNscq9v0oYh9NuxVGQf89zSCpOAp3JHtfU7cfGabRoJS9q+NP++/ivw5Tz1/UsNYp1KuVHn0MeikxRCGXVGMg4i/aG83vZOkl5KuirV1KWSLmRu1fvdgUvqBtHcrHQXt9k2Enq1ILLI55X9HjgnX4GFNLXn9w1jlew8QDop/xDwddvTJY1n7tXeWmwfWH0saQVScokm/pd08vt8SV8nJbo4rGGskh3LYkk4KDTC1aNpPR23M4+Kb8bcjICfqK6pU721ggPTdq9OJW13TRMr95cg1VWrW6MNeC7r54rAi5n3nKlRGYd+O5ZGYB+7FHgN8Hh+vCQp2+TWhd+nrpl5Cufdkj4G/JMG2VuzkqPOoY9FJymEIWjemjrz8dyMRHX+kD9t+2lJSFrc9p1KBUQbsf0xSW8jZXwDOMF2kyuwXdeCGgl5Lccatv8+xNM6zuJU8POC9NkcAHw4P76Y5lMUS3YesH2HpM+RR8lsTweObBpvgCdIU8matOusfAX31aSLC2+1XTvVeVakY5lj7JBvXSfhoNAIl6S9bJ+peQt9Pscjk0651sWL3Cn69SBfrrNWsFjabudCphXfbTpqIOmrwD6kjG2tz6ZkavieHksjsI8tYbvVQcL245KWqhljJBwELAV8nJThcSfgfQ1jjUTph9CHopMUwtCqNXXWBB7O91cA/kb+4+Z66Vv/ka8e/gK4WNLDNLwq2ZJP8tue6A83fUZz6+qsq/nr6lzbTbuG0dHoW04m8Vtg4yGeU6eGCqTpLTNsXyJpKUnLulldkCWBE20fD/NMLXlyyFcNkK9wTgc+S5nOA5LeQlof8DxgvKQJwBFNFlAPWIw9hjRK0qjWi1LWvem2v6+UdW9nSfe7WbrzIh1L27OVEm58B+ho5GMYpUa4WslTepU+uVt1RtiLpe2urLOBtL9OpPn5zruAdW3XSU0/qD48lkrvY09I2sw5HbakV9BgzW1ptm/Kdx+neXKXlpKjzqGPRScphCG0MhFJOhH4ue3f5sdvAN7aMObb8t0vK6USXZ7mU7Q6Mdz0mZGoq9PKjveUU4rhl5BqjfyucnX+vTXC3Sxp88ofusYKT+spMrUkf0bfd0q9fmeDdrTzZdKV+cvze0yR1GRNBsy7GHsW8Ffb/2gYq5p174ekk42mWfdKjkpdI+l7zF+/pkntkyIjXLZ/mOM8ljtwC0I3WfgGqtPJuULS54El89rIjwC/avi+1XU2s4B7SZ2dJm4jXRT7V8PXD9RXx9II7GOfAM6TdB9pX3ohaUpzT6lgunoXqk0Y+l/USQqhA5Km2d54uG39SB3WGpF0hu33DretxvtOJi3kXhG4BriJlGZ8zwax7gTWI424PUEXGaaU6kFtQaq11KoH1ehnKWmK7QnDbesw1jGkBB7nu8AvZknX295S0i3uou5VaZpbD+ezpE70cdU2Nog3FngBlYt+ztnWasYpVvtE0p6kE8PNSMkRdgMOs92ouLKkG21v0eS1bWLNt86wuk3SRrZvK/RederHjSElvHgt6fi+EDipxLHQDaVMpBeQOkvVwqE9TWkNZY+lwvvYOFIHAvqkA9Huc+nis1qC1InflnQh4CrgeNtPF2ls6BsxkhRCZ+6TdBhwZn68J3BfD9szEl5WfZCnu9QuylkN4ZTZa39SUcKjcgelidpX+4ZQbFoPZaeWfJA0jWOWpKehu+K7wO2S9iBl4FufNBe/1vRJSTMY4rNp2LZiWfckHUjKxvUgMJv8mZEK59biYRawS3qf7fmywQ0Sq+QIF5Qd5Rpy7WGpDlJWZ61gsbTdkg4iZR+bkeNtBhxi+6IG4U4jreWbRheJVPr9WKLLfUzSq2z/QfMX636JpNpFukfAHJVLV386ad86Lj/eg7T+7p1dtzL0legkhdCZ95BOxlrrfq7M2xYGQ06fUcrQ05rm8ljlS8+SipA2fl9JW5E6lPvnbWObBHLKMLUpaWQK4CrbtzZsV8lpPZ+g0NQS20OuCVCNTGHZgaQUtTNJmfwuJC1Yrt0mpcXr95NOBET6ma5WJ1ZFsax7pMXYG3j+hfoj4SDapMwewt2kdPqLAVRP0BqYkP+v1jOqlTygsvZwnTZrD69p0ihJ2wBTbD8haS9SZ+RYpxTLtdYKqmza7v1sHyvpdcDKpKm9Z5Cmwtb1pO3/bfC6eSwEx9KE/H/TfWwHUoHut7T5Wq0i3SOkWLp6YCPbG1YeXyapSLHh0F9iul0IC7l8Nf1M2w8P8vWOps9I+gZwFPAS5q5jsu0rG7ZrB+DTwDW2j8zrYT5h++MNYh0EfIC5f2jfRspKd9zgrxo0loD3U2haz4KaWlJn6tIIvPettjcdbtuClqfI7Wx71gJ4r46n5gw2wtV0qqOkdWzfM9y2YWIsT5r6WmztYe5sbUoauTuVlNnxXbZ3aBBr5crD59J2226SkW6q7U0kHQtcbvvnXUyt+jbpQsMvmXe6XZNRvH4+lrrex/Jrxjtl0hxyWy9IWoW56eqvdyVdfc04ZwLfs319fvxK4KO22xYKDguv6CSF0AGlxAOfAdZm3rUPpdLANibpa8C7SRnbfgRc2OSEXymhwccZUOS2T77HqaSK5k/kx0uT2lbrpDOvX7nd9ksLtm0jUoaq5xJk2G5SGHK496l1kpc7EO2uzDdZY3Mt8H1SPReTRlE/art27ZM8+vBlYC3SsdTqQNQeMZB0MqmD+hvmPYEtnhq75vqaP5My3BUZ4Wr33pIm2649HVYpI9o/bM9Uyoi2CXC6G2QXrKyJ+RLwT9snl+zMd/E9nkJKyDKe1IkbS+osNYlVbK1ajtevx1KRfazkvlqCpJc6ldlou0826exK+iPp987fSD/DtYC7SIk4Gl8MCf0nptuF0JnzSBnQTiJdGe4btg+T9EXSyMi+wPcknQucbPsvNUJ9nIJFbkuepJP++Fc/99bV+VqcUj3f1eXUp7mNkg4HdiR1kn5LWttxNWnOeml1O76fqdxfAngH6Y94E3sAx+abSdOz9mgY62Tgk6T0+t0eS3/Lt+fl20iqs7/9nQJ1U/Ix+DJg+QFrPZajQXHarJoR7QRSUoJG2QWBGXm67nuB7ZSSLzRdX1Yybff+pOlj9+R1kSvRMO3zcGvVGuirY6nUPjZC+2oJnyJNq/tWm681rXf1etKobGv695XAI00aF/pbdJJC6Mws2z/odSMGY9uSHgAeIJ0Irwj8VNLFtj/bYZiiRW4pe5J+CnCDpNaasLeSRs2aWJGU1OBG5l2g3CRb1W6kK9W32N5X0guYm9yjp2xPHrDpmvw9N4l1L7DrYF+XdKjtb3QY7lHbv2vSjjbt+kqJOB2qs27nHuBySd2OcG0AvJmUgrq61mMGafppE3Nsz8onssc5Z0RrGGt30gn+frYfkLQmcHTDWCXTdm9Fm7VSTQLlaYqHM7f49BWkemONOsF9eCyV2sdGYl/tmu0D8v8lO7tvJU3ZPp908eQMUr282tO/Q3+L6XYhdEDSl0l1Mn7OvCc9jesIlZLX6+wN/Ic00vUL28/mq7p32163wzg/J11t/QTp6trDwDjbTa4wD/YejdPM5ivN2+aHV9ludGKX10rNx/YVDWLdaHsLpUxmO5FOCP5Ycjpf5b2ud72F8CtVHo4hZSr8X9vddHwHe686U9G+SZr+dD4N13hI+q7tT2jewpzPadLh1bwZ0U4CXk7DjGh5hHE+TTt1krayfV2T17aJdQPwXdJC9rc4Lfi/zfZGDeOtBazvXJgZGOtmhZmLKbxW6mek9N+tpB3vBTa1PTCLWxEL+liqxOp6H8vTmT9nu/EMhJEkaWvmnzJfe9S/1PTv0P9iJCmEzrwv/39wZZuBpsU5S1oJeLtzRqkWpwKlb+40iAsXuW1zkj4xx2wSq1Wv6eY222oZrjMk6TrbW3UYbpKkFUhphieTiso2OtFQwUxh2WTSPirSlfnpzM0yWFqdqWivzP9PrGyrO+2llcHrmCGfVU81I9qKdJERbQRGuP6slJFxbeY9wduvQaxiGdFUsDCzyqbtnpVH13clLbA/WakUQRPr2n5H5fFX1LyUQScW9LHU0vU+lqczv5UupmmPFElnkPbRKcydmmiaTY0uMv079L/oJIXQAdvje92GIawzsIPU6kC4YW2WJqMqbbRO0mHu9JmmJyoDaziNpbsaTkPpeP687Y/ku8dL+j2wnO3n0iurXtruHwCbKqU6/zTp6vfppNS6tS3gfbbjKQklpr20phIW2k9bWic5bwTOsH27pFonPiMxwpVdQCpYeQldruOyfYekzwFr5sfTSXWAmvgouTBzjnW3pOc3jFUybXdrrdRewPbdrJUCnpK0re2r4bmLGU1roXVigR5LFaX2sZI1vUqaCGzoMtOn2k3/PrlA3NBnopMUQoe0gLKYNbAgOxB1bMj8Vckn1Qmg9jWcRCpS2U0Np6E0+iOa1xoMdAbpingnSl79RvMXdZyHyxZ37LgzUWKNh6RpDF2Ys8m0l8mSLiJlRDtU0rLULx46EiNcAEvZHlgAthFJbyG173nAeEkTSJ9/kw5cycLM1U7q6U06qRWttVL7F1gr9WHgtLzfQpqGvE/DWJ1YoMdSRal9bEL+v3FNrxFyG6mO3f3dBrL9bUmXM3f6975Np3+H/hZrkkLowGBZzGzv1sM2PdeBAJ5sbSZ3IGwf2qu2AShl2HsMOCtv2gNYwXbtquSSvrGgvp86awI6iHWLO6+tcwVpeuO+pJOefwG32t644Xv/BtiaVOAR0pqpa4F/k3J9NJmqNdh7fb7TdQgl1njkdTCDGjiy2mHMMczNiPaIUt2e1asjg72ilOb/Wtu/LRBrMumE9fLWvtl0TZKko0hZvfYmFS/+CHCH7S80iFUsbfdIkLQcgO3Hhntul++zQI+lSqxi+1g/ylPIJwA3Mu/6raaju2EREJ2kEDqQr1y3sphtqpzFzPbOPW7aAu1A1CHpDs9blbzttg5jvQ34Q+sKaV4HtKPtX5Ro64D36rhj00GsOouwX0jqSN5k+6p89XvHpqOVeVTkfbbvz49XA061/boGsVYlZahamy7XxEiaYnvCcNtKqLO+LI9a7EmavnpE/vxfaLvjjIAjNMKFpBnA0qQLIK1ixba9XINY19vesrqfKxdfbRBrDGkKbdeFmdt0UlcC1qjTSZV0te1t8+dVbUOrflCTz+t/gKOc60hJWhH4tO3D6sbKr+/LY6nwPvYm0gyH6qyLIwZ/xchTwYQ9YdER0+1C6MxTTokQZuUriv8CXtzLBikXyQPOU5tCeX0wB/xmSVt63qrktabbVRxuuzX/m3wSdTjwiybBNG9GriWBxTw3I1ftZBCFfLI63cX23yS9bKgXDOPFrQ5S9iB5HUoDxdbEsGDXeNSpz/J/pOl1ryJNFZpBqim0eY0YHSdKqcP2sgXD3S5pD2CspPVJ9dGubdiuOaQkCycWaFfXabttb5v/L/l5vcH25yvv8bCkNwKNOkn06bFU6jOTdDywFGnk+iRSmYRGpQdKis5QaCI6SSF0plgWs4JGokhe1ypX08cB10qqViW/s2HYMW22Nfr9pfkzcq1BJSOX7dsatrGdZ2o8d2dg4JqAN7TZ1qlLJV0I/Dg/3p10YtZEsTUxzLvGQ8B/mZs9srQ6IxqvtL2Zcs2gfDJcq0Btp9P86oxwVV6zC3PXnlxu+9d1Xl9xICn990zSvnEh8NUmgSRNp32CiiZZP4smLilorFLduJkA+aLK4l3E69tjqdA+trXtTfLo5FckfQsoUhetG3mN5pHA80mfVePRxbDoiE5SCB1w2Sxmpdo0EkXyShiJq+mTJH0b+H5+/FFSZ7WJYhm5VCBtt6QPk9ZyrKtUf6NlWRpe4c/v/bE8TbF10nNCdTSupl9LemOJ9Qq2p5BOhhfIGo8anlVKemJ4blpU3cQNnaozwtWqh7M5c9f3HSRpmybTbG0/Seok1V431EY19fQSwDtJFx+aKJq4pKCzSBccTsmP92XuGqAm+vJYKriPtUaynpT0IuAhYLWm7SroKFJdsEYZX8OiKdYkhVBAycX+Dd57KumK8Lm2/9KLNow0pWJ9XwRekzddDHzNuZhfzVg32H5la02GUkaumxuuyei6aGW+Crwi8A3gkMqXZrjLYsUqVOiz8HqFlUkZuVpZD68mZeR6qG6sDt6r4/VlkvYkjbZtRjoJ3g04zPZ5I9CuWr8v8n42IU9va2WwvKXhPnsZ7Ud/iow8S5rsBskWVDhxSUmSXk/ld4/tC7uI1ZfHUql9TNIXgeNIMxlaF7VOsv3Fum0qSdI1trfpZRvCwidGkkIoo5eF5N5COrk7V9IcUn2Kc23/rYdtKip3hg4Z9omduUKpaOKSknYmjeL8qmGsrq9+OyWjeFTSYcADtmdK2hHYRNLprQXjdbWZVti40GfhNR4/Aa4EWgU69yTts68Z9BVDKLW+zPZZSpnfXk06nt/aZ1edVyBNp4KGRZmzz1TuL0H6OcxqEmjAWshWweim5xUl03YXZfv3DFJYu+7UyX4+liizjx1Dmga4HWlK+lWkqZQ9obmlECZJOoe0jrWa3a5kKYQwysRIUggF9HIkaUA71ieNuOxpe2yv21NKnvr0WebPmFT76nfhjFzFrn5LmkI6yVyblGb+AuBltt9YN1Yl3hbADZ6bxWxa0yvzpdbEqE266abtqnYEba+b9//jbdfuCOZ4Y4EXMG/WseIXG+qMcOXnvwf4JnAZaZ/dHjjE9jmF2nOj7S0avO6yysNWwehjbN9Vol0Lg7o/y/yafjyWiuxjSqUfZgBn5k17AMvbflfdNpVQmSbZjl2wFEIYfWIkKYRRIF9N3z3fZpM6FKPJWaQrpG8GPkRanPzvJoFcNiNXyavfc2zPylc+j7N9XCuJQEPFCn2WXBMDXCTp3cC5+fFupI5qEyXXlx1Imrr0IOkYEunzapq2u1gGRds/Vipe2cq09znbDzRsV3XN0BhS4elGowYl1kNqBNJ2L2C1jql+PZYK7mMbed4yD5dJuqNJm0qwvW+v3juMArbjFre4dXkDru/he98A3AwcSqrx0vPPYwS+x8n5/6mVbTc1jDUNmDrgdhXwHWDlmrGO7GRbjZ/je0jFIcfnbbd18ZkdRSo2fCcpc97Pga83jDUVGFN5PLb6s6gZawYpIcKzpNGHOXnbDOCxup9Z/v+W/P9iXbTrz3V//kPE+gBwE/CX/Hh94NIu4r2NdDW+9XgF0nTAJrGmA/fk/+8GLgK2bRjrIGA5UofmpPx76LUlPsOF5UZaz1jn+f16LBXZx0gjSFtWHr8SOL0Pfk6nkYqZtx6vCPyo1+2KW3/f2qXVDSEMIGmbnDwASXtJ+na+Ugx0lsVsBO1tezPb37B9Tw/bMZJaC5zvl/QmSS+neRat3wG/Ic3f35O0HmkS8AAp+UId7YoJv6Fhu/Yl1Yr5uu3pksYDZzSMBSl1+L9JncIPkqbwNa3tAumkqaXxmhjby9oeY3uc7cXy/WXzre6owcD1ZefRfH3Z34FHG752oI8C2wCPQRrhIqUebupw50LKOd4jpFGv2myPt71O/n992691rrPTwH5OGdVeC6xMGiH7ZsNYC6sm61FXqNzvl2Op1D72ClLph3sl3Utal7S5pGkDsncuaJu4sr7T9sNAkaLhYfSK6XYhdKbvanhI2sv2mcCblCqcz8P2t3vQrJHytZwF7tOkzEnLAZ9sGOs1nnf92LTWmjKlNN7D0gik7bZ9h6TPkQu+2p5OqutRW15bc7vtl1JmWuE3gFvyGpTn1is0bFu7tOnfdbO1P4eQ1pdVO4InNWkXaXTlckm/Yd6F3U2Oo2JTHbOSdcLePtTXXW8he6uD8EbSaMHtan3To0jJqZP077FUah97fYPXLAhjJK2YO0etaadxDhyGFDtICJ3pxxoeS+f/22VLGhUZWSQd6VR4ccl8lfNRUiX3boyVtIXtG/N7bE6a8gKdZ/k6mzQiVSxtt6S3kDJDPQ8YL2kCKZ3vLnVj2Z4t6S5JazY8YRoYr9iaGNpfcDiDBhccXHZ92d/y7Xn51o2SGRShbJ2w/YGtgT/kxzuROvb/Jv3eqNNJmizpImA8cKikZRm52lI90SZLZFfFp/v1WKLQPuYOCyr3wLeA6yS1Uvq/E/h6D9sTFgKR3S6EDlSymO1HSm3aTzU8trF9zXDbFkaSppEWzk92oeyBuVP0I2AZ0pXcx4D3A7cDb7J97hAvHxhrXeAfrqTtJl1Rf6RBuyaTaotc7rnZ6ObLXlUj3pWk6SQ3As/Vk6rT6ZL0Utt3Dkj1/BzbNzdoV2vU7kvAP/MFh0bZIfP+MfCP2KOk6ZNf8wjUXupEyQyKOV61TphJdcK+7mZ1wi4C3mf7/vx4NeBU269rEGsMMAG4x/Yj+er8Gq4U2l7YlcoSuRAcS8X2sX4laUPS71iAP9juWUKJsHCIkaQQOtPKYraf+6yGB2n62cA/iu22LYx+DzwMLCOpWk2+ceYr2zcBG+fpe1Tn4TM3S1SnfgZMlLQecAIpbffZpOlHdT1r+9EBs5W6uSpfonjjp0hX0b/V5mtm7glHHTMkHUqaprRdPtEe17B9vyNlojs7P343sBRz15e9ZbgAkr5r+xOSfkX7IqtNRvJKjnDhYeqESTrO9oEdhntxq4OUPUie4tnAVsw/3evYhrH6Vampk319LBXex/rVSsATtk+RtKqk8XlacwhtRScphA7kjtHPSFmqAP5DyhbWM5K2Ik2bWVXSpypfWo6508cWarYPBg6WdIHtXUvElLQ4qfji2sBirZMf20c0CFcybfftkvYgTQdcH/g4Ddc3Adi+Yqivq4MimLYPyHffYPvpAa9fos1LOlHygkPX68uYmxzjmIZtmE8PRri2qfHcSyVdCPw4P94duKTh+/bdWs0RUGTq5EJwLA2nzj7WdyQdTqpDtwFwCqkzeSYL+fcVRlZktwuhA3le+k+BH+ZNq5Mqd/fS80hTxhYjrUtq3R4j1csYNYbrIEm6rka4C4BdSeuPnqjcmnhWqQjj3kCrIGTTUZEDScVyZ5JOYB8DPtEwVifqnJi166w1TVDxAGkEbvG8qZsLDmMlPVcEtcn6MtuT8/9XtLs1bFfJDIpF2f4YaU3Npvl2QhcjBLPyFMLWWs3v036N5MLsEMpmiezXY2m0exuwC/l3ve37GH37aigsRpJC6EyxopWl5BO4KySd2seLZReUOif8a9gulYFpX1Jx267Tdtt+EvhCvi0Iw04ZkvRC0gWBJZXSrrfmAi5HmtZWW5uF8KtTWQhf0/uBH0maZ31ZXl/xjQ7b027U5zm2mxSTLTHCNZJuJiUZuUTSUpKWrWRrq6M13WsvYPsup072pVJTJxeCY2m0eyYnXzI8twYrhCFFJymEzpRO6VvSSZLe2UoWIGlF4CdNFmIvxOr8LK6VtLHtaV2/adm03ZfRfk1Mk7UKpbwO2IeU0auaCnsGqVBtE8UuOBRaX/bmJu89jBIZFOvoOO124RPr1nSv/ftwrWYRkqbT/rhcp2aovj6WOrCwp3Y/V9IPgRXyMbAfhdYMhtErOkkhdKZ0St+SVvGAInm9HuXqc9sC++STn5nMTQJRe8RABdN2A5+p3F+CtG5qJE6oW4Y96bF9GnCapHfY/lmh9y12waHE+rJOR2E7WcNV0fUI1yBtWCqPOA5UJ1lCyU7qA1RO+J3SzZ/eJFYfm1i5vwQpdXTtQtYLwbG0ru2/DPGUhT0hx6qkKfOPkdYlfYmUyS+EQUUnKYTOzFe00na/XIWao0o9HElr0z+jXAtKnaucbyj4vl8mnXBeDmB7iqS6V5jJrx1Yk+QaSTd20ziVK4K5kaSXDdzYMNlFyQsOF5ASIkymUgB2hHQ8pbNwBkUkbU1KirAMsGZOlPBB2x/J8U+tEa7rE2tJV9veVtKMAa9tnHWyX7VJsvFdpXT9X2oYsl+PpR9JWgO4CbgKuLI62l5zH+tHOzvV3Lu4tUHSt4DP9a5Jod9FJymEzhxo+1gqw/OSDsrbeu0LwNVKtZxEquN0wNAvWbjkK/BP2Z4j6SXAS4Hf2X42P6XjE/7WyEG+et40q1RLsbTdSjVmWsYArwCWb9qwNtOquimC+Xjl/hKkKWp/bNi0z5FGWqoL4U9qGKvk+rLhdNyRKJxBEeA7pOlav8xxbpW0fcNYXZ9Y2942/z/qF75r3rpGY0gjS92cO/XlsWR7B0nPIxW53RH4jaRlbNceNesnkj5M2sfXkVSt37UssNDXEgwjK4rJhtABtSnQJ+kW5+KCvZZP+A8AbgGWBP5l+8retqqcfOV2O2BF0h+2m0gLcfdsEGsXUq2SF5GKAq8F/NH2fFd3O4h1MnApaaTxHaS03eNsf6hBrNbaB5Gm2U0nTd27um6sHG8KBYpgDhJ7ceBC2zvWfN1Y4HbbL+22DTneCaTU612vL+vgvTou0inp98wd4Zrd2m67XY2cTuLdYPuV1d85km61vWmDWCKdWBcpdDva5bWCLbOAe4FjbN9VKH6/HEvbkn7HbgesAEwBrrL94yFe1vfyaO6KpGmu1TpQM2z/tzetCguLGEkKYQhK6Z33IK03+WXlS8sCffELVtL7gYNIIwVTgC2B62hWnLBfyfaTkvYH/s/2UbkT0MRXSZ/RJbZfLmknUnauJg4kjeS10nZfmOPXZnt8wzYMZiSTjSxF2t9qsT1b0l3V6aFdKra+rAN1pnSWHuH6e55yZ0njSMd77dGHASfW/TJduK/Z3mmE36JfjqXLSZ36b5Cmkz9TIGbP5amujwLv6XVbwsInOkkhDO1a4H5gFeatlD4DmNr2FQveQaQpEtfb3knSS4H/6XGbSpNS8dw9SWvDoHnB3GdtPyRpjKQxti+T9N0mgUqm7VYqSDvUe51fM2Sx9QqaN032WNIi6KZTx1YkFc69kUp9qobJLkquLyu5hqtYBsXsQ6SF86sD/wQuIiVgqGUETqxHPUkHkYqPziB1LDcDDrF9UcN4/XosrUIqrLo98HFJc4DrbH+xYdtCWOhFJymEIeT1K38FOs1q1QtP235aEpIWt32npA163ajCPgEcCvzc9u05OcJlQ79kUI/krGNXAmdJ+hcNi8mqbNru/YGtgT/kxzuROun/zu9Rt5M0X7IRmq/9qabJngU8aLtp5r1iJ10l15cVXsNVeoRLTaaWDqLkifWiYD/bx0p6HbAyqbN8Bqmj2kS/HkuPSLoHeDFp39+aUVbzKoS6Yk1SCB2QtCVwHPD/SOmexwJP9EMWJ0k/JxU1/QRpit3DpHUxb+xlu/pVTgLxNOnEdU9ScoSz2mSx6iTWKyoPn0vbbfuzDWJdBLzP9v358WrAqe5hvasBySTmMxJz+lUj1Xbh9WVTKLSGK49IzccNiz5L+hNpLcw5wM9cSfnfINYOg7TtiqYxRzNJU21vIulY4HLbP2+yHnUhOJbuAe4EriZdQLpxtEy5C6GpGEkKoTPfA94NnEfKbrQ38JKetiiz/bZ898t5ZGN54Pc9bFJxJUdsbFdHjU7rpl0um7b7xa0OUvYguUhtEwOm9bQ8CkwCvtZhp3Ayc5NJDGSgUbrzYdQZESq5vqzYGq7CGRSx/RJJW5B+B31B0h2kgtFnNog1ZGeozon1ImJyvoAxHjhU0rI0y2DZ78fSerYbZeYMYbSKTlIIHbL9Z0ljbc8GTpF0C2kKWN8YxVeDixVazWt/jgSeTzphaVzbRWXTdl8q6UJSAgiA3YFLGsYC+B0ps9rZ+fG7SYvEHwBOBd4yXIARSCbRiTodk2Lryyi7hqvtCBdQe4SrxfaNwI2S/odUwPU0oHYnqQNdd+pGmf2BCcA9OXnMSqSR+1oWgmNpPUk/AF5geyNJmwC72P7aCLUthL4XnaQQOvOkUg2JKZKOIiVzGNPjNi0yCo/YHAW8xXbT2iRV1avDrbTd+w/5ikHY/pikt5EWTgOcYPvnXbTtNQNSVk9rpbGWVHu0JZ/4t9p2ue1fd9G2UoqtL6PsGq6SI1xIWg54G6mjuy7wc9LUwJEQc/DntRUwxfYT+bjZjJREo7E+PZZOBA4Gfghge6qks4HoJIVFVnSSQujMe0nrkD4GfJK0uPUdPW3RIqTNiM1Emo/YPFiogzQSV4dvJtXvuETSUpKWrWRXq2uspC3yCASSNmduRsBao3CSvknKoHhW3nSQpK1tf75h24Z8uxrP3ZW0vuyTzF1f1ihTWJ5qdCJlUmOXHOECuBX4Balu1nUF2hc69wNgU0mbAp8mdZxPB9qu7RpOHx9LS9m+UfMWxm6aUCKEUSE6SSF0oLLg+ingK71syyKqNWIDcws61hqxqaTYniTpHNJJ58zW1xuk2C6atrtNdrXVqWRXa+D9wI/ySIuAx4D358QV36gZ643AhNaaBUmnkQoX1z6xk3Sk7c8Nsa3jVNsl15cVWsPVUnKEC2AdL7gsS3VOrBcFs2xb0q7A92yfrFSvralix1J+fam09f+RtC75GJC0G2nGRAiLrMhuF8IQBjlxes4IFa0MA+Q//h8hpVY2cBXwA9tP14hxSr7bbvG0be/XoF2/YYi03XVilsyuNiDu8vBcUcWmMaYCO7YycOWRvcub7P+tKX8D4zeMVXJ92VEMvoZrW9vDruGqxCqSQVHSd21/QtKvaJ+4pFHa7qFOrCVtVDPd+agm6QpSIpx9SVPk/gXc2vS4LHwsPXdhxfa6ktYHjrdd+8KKUlmFE0i/zx4mTR3es2lGxhBGgxhJCmForZoWrcKNZ+T/9yLm7i9Ip5FGQv43P96D9LN4Z6cBbO8Lz125PaiVRlnSisxbKLiOccCGbdJ2117YTcHsavn1i5OmhK4NLNaKa7vJdLRvALfkLIMinSweUrM9HyZ1dNfJJ4otywLXNGgTlF1fVmwNV8ERrtbvm2O6iDGPNiOW3dSDWhTsTvp9s7/tByStCRzdRbyuj6WKj5IvrADYvjtnVGzin6SiuZeR9o3HgPfRvNBtCAu96CSFMIRKKt+dB9TF+Jykm2n+xy3Us5HtDSuPL8tpkJvYpFpnxvbDkmrVPKkomba7WHa17ALSdLHJVKYVNmH7x5IuJ62lAPic7QdqhjmblHHvG8x73MzookZMsfVllF3DVWSEq5KwZILteZIFSDoIaJLNsuSJ9aiX9/NvVx7/jbQmqWm8EsdSS8kLKxcAj5DWRd7XMEYIo0p0kkLojCRtY/ua/GBrIrvdgnSzpC1tXw8g6ZWktSJNjJG0ou2Hc6yVaP67sGTa7s+R1hGVyK4GsIbt13fx+udI2oaU4euXeVTls5KOrTMVJ0/3e1TSYcADtmdK2hHYRNLprlEgdSTWl1F2DVfJES5IV/QHZlTbp822ThQdsRytJF1te1tJM5j382k8pTPH7fpYqih5YaXY74sQRotYkxRCByS9AvgRczOqPQLsZ/vmnjVqEVBZEzYO2AD4W368FnDngNGlTmPuTVokfV7e9E7g67bPGPxVQ8arpu2+sknabkljgdttv7RJGwaJeQJwnO1pBWJNBTYFNiFNyTkZeJft2hm+8tqriaRpgL8lXcF+me031ohxyhBfbrS+rBK7xBqua2xv0/T1lTjvIU312pa0Dq9lWWBOw7UnR5F+f+0NHEg6sb7D9he6bW8YXuFjaQwpgc1rSZ23C4GTmiT5KPn7IoTRIjpJIdQw2AmUpPfZ7iq7VphfXmA+qKaLiiVtCLwqP/yD7aZT9wYugl8KGOsGabslXQAcmKfzdC1PR1yPtAB7JnOvgDdOtiDpS8A/c4av+RIw1Iz1WeAp28dJumXAdNYFbuAartb2Omu4KiNcOwAvpMsRrrxvjafNFEVgqu3aKZpLnliH+koeS4XbVez3RQijRUy3C6GGIa4uH0SXKYjD/EYqs1LuFDXuGLW0WQTfTdruFYHblYrkPrfwv2kGM+ANDV/XzgxJh5JSCm+XT7THNYz1bB4h2RtoZYxrFGuwJBwNR5JKrOGqZsB7ktQRaTFQq5OU9/+/StoTuM85m2POSLcGKRV+LS5bDyrUV+xYkjSd9lkP12kQruTvixBGhegkhVBG1BZZNJVcBP/FYq1inqQjzweW6DJcK8PXfgUyfO0LfIg0xXG6pPHMzeJWV8kkHF2vyWiY1bAT55JSM7fMJk0X3bz90wensvWgQn0lj6WJlftLkKYOrzTIc4cUqb5DmF8sPA+hjJiqsmiaafuZ1oNuFsHbvqLdrRL7ujrxJO0i6W7S9JkrSKMOv2vYtgeAnwGL503/AWqvvcqx7iAlqbg5P55u+8gmschJOFoPukzCca2krmpSVdpxmqQVKo9XlPSjLkIuVt3P8v3nNYz1O+A3pPpNe5IW+k8i1YM6tYs2hg4UPpYeqtz+afu7wJvKtDSEECNJIZQRI0mLptJpu4dSdzToq8CWwCW2Xy5pJ1J9r9pKTiuU9BZS3Z/nAeMlTQCOaDit8FvAdZLmScLRIA6k5Aj75ClM3a7JKDnCBfBvSbvY/iWApF1JJ9dNFKsHFeorfCxVf45jSCNLcV4XQiFxMIVQRtNimGHhVjpt91DqjlA9a/shSWMkjbF9maTvNnzvktMKv5xjXZ5jTZHUZA0Ftk+XNIm5STjeXk3CUU313oGSazJKppmHND3xLEnfI3Xe/k5a09VEsXpQoZGSx1K1CPYs0mjxu7pqXQjhOdFJCqEDkl4A/A/wIttvyNnRtrJ9MoDtj/W0gWGBG5C2ux8XwT+Sa/5cSTrB/heVhBA1layt86ztR1uxsjkNYw2XhONSoKOsYYXXcJUc4cL2X4At888T24930baS9aBCfcWOJds7lWxYCGFesSYphM6cSkqV+6L8+E/AJ3rVmNB7tmcDd+WF1wtC3SmduwJPAZ8Efg/8hXmzr9UxcFrheTSfVni7pD1IIxrrSzoOuLZhrOF0/JkVXsN1OvB24MF8e3u1Dld1HVWN9r2JNJ3zU5K+lFNIN2nbTbY3BiYAm9rexPaNtp+wfW6TmKGWYseSpIMkLafkJEk3S3rt8K8MIXQi6iSF0AFJN9nevFrPRdIU2xN63LTQQ5KuBF4OFEnbPaDm0pKkBfsz8tc2sn1bgWY3aZdIIxAlilYuBXxhQKyvttJbl1Sn/oykW0nT9uZZw2V7/162Kz//eGApYCfSdM7dgBubtE0F6kGF5gofS7fa3lTS60hTMg8Dzuh1zaUQRouYbhdCZ56QtDJ5WoSkLUlpc8OirVja7jYLutegsqC7bgdJqbDpkcDzSSdjrUQEy9WMU3Raoe0nSZ2kL3Qbq7CSa7iGU3dUcGvbm0iaavsrkr5Fw1EuytSDCg2MwBTd1n70RuB027drwDzWEEJz0UkKoTOfBn4JrCvpGmBV0tXcsAirpuhuR9J1trfqMFzJBd0ARwFvsf3HLmJge7akuyStaftv3cQCkHQZ7QtgvqrN07t+uxrPLbmGazh1Rw2eyv8/KelFwEPAag3fu+t6UKGZ0scSMFnSRcB44FBJy9LF+r4QwryikxRCB2xPlrQDsAHpxOsu28/2uFmh/9VJAFAyOQLAg912kCpWJK0lKjGt8DOV+0uQpn41zqomaVvSFMVTJK0KLGN7ev5ynbTKuwJPk9Zw7QksD/TLFLRfK9VdOppUX8o0z6J4raSNbU8r1bhQS8ljaX/S2rJ7bD+ZsyiOVEHjEBY5sSYphA5Imgr8BDgnZ5oKYVg118QcBTxCSu18IGmR/h22a01Ly9PsAHYAXgj8gsq0Ktvn14mXY+7QbvtwI2k14t9oe4sGrzucVBtmA9svyaMs59nepkS7Rkp1bWOD1y4OLGG70XRfSXcA65ESVHRbDyrUVPJYkrQNMMX2E7nG1WbAsa1MjSGE7kQnKYQO5AX1u+fbHOAc4NxCUybCKFWzkzSGdGW4qwXdkk7Jd838081se7868Tp8z46nFear3S1jgFcA/2t7gwbvO4WUOOPmSkKVqU1O+Eut4arEG3SES9JKtv9bM97WzJ9s4fQG7Vqr3fY4se4PNY+lqcCmwCakDKwnAe+y3bYjFkKoJ6bbhdCBfAJxFHCUpPVJC/aPZG4RxhDa6XhNjO05pMXcXS3otr0vgKTTgINsP5Ifr8i8xSdLqjOtcDJzO3CzSCMaTTPIPWPbkloJVZZuGAcKreHK7XhuhAs4BRgHnAlsA9Cgg3QGKZnHFGB23mygdiepcD2oUF6dn8msvP/vCnzP9smSimdjDGFRFZ2kEDo0YDRpNvDZ3rYo9IOh0nYD760RZxrzr0F6FJgEfM32QzWbtkmrgwRg+2FJjaZ4daDj0S7b4wu+77mSfgiskLMD7kfzTmbJNVxvI49wAdi+Ly+qb2oisGGTNNEDSdqF1Fl+EfAvYC3gj8DLuo0diqjzM54h6VBgL2D7PBo9bmSaFcKiJzpJIXRA0g2kPz7nAe+0fU+PmxT6QOG03b8jdb7Pzo/fTaqN8wBpKk3dQrBjJK1o++Hc1pXog9/5lTVTbdVZM2X7mFyQ8zHSqM2XbF/csD2TJJ1DgTVclB3hAriNtL7s/i7jAHwV2JIB9aAKxA0L3u7AHsD+th9QKmx9dI/bFMKo0fM/mCEsJPa2fVevGxH6Tsm03a8ZsH5pWmtNU16UXde3gOsknZcfvxP4esO2DadOqu39ga2BP+THOwHXAv8mXUWv1SnJnaJaHaMBqp3PJ0lrwp4LX7c9WckRLoBVgDtyRrRqB65JRrQFWQ8q1Fdniu4DwLcrj/9GgymYIYT2opMUwhAk7WX7TOBNkt408Ou2v93mZWHRUTJt91hJW9i+McfanLlr3mqnyLZ9uqRJQKv+0Ntt39GkYZKOtP25IbZ1PK2QNCK7oe37c5zVgFNba6k6bM8Mhvic6yRbqPO+NWJ2PcI1wJeLNCxZkPWgQhvdTtGVdLXtbdscB10lGwkhzCs6SSEMrTVNpt16gkgNGa6Q9HlgyXxS/BHgVw1jvR/4UT6BFekE+/15qtY3mgTMnaJGHaMBdgY+N2DbG1rbak4rfHGrg5Q9CKxZpzG2lwWQ9FXSFLQzSJ/ZnjQssjpYooum2QALjHBVYxVJtZ71cz2oUa/EFF3b2+b/u1nnFkIYRqQAD6EDkraxfc1w28KipVTa7gExlwdoWgenJEkfJnX81gGq9cGWBa6xXXsaoKTvAesDP86bdgf+bPvABrFutb3pcNs6jDVf7aK69YxKjnDleDFiMMrktPVbADdU0tZPs71xTxsWQphPjCSF0JnjSIX6htsWFiGl0nbDc0VC30GuhdOawme7l1f5zyYllPgGcEhl+4y6aaxbbH9M0tuA7fOmE2z/vGH7npC0J6nQs4H30HzqWNeJLkqPcI3EiEHpelChtpJTdEMIIyg6SSEMQdJWpEXmq0r6VOVLyxE1khZ5hdN2X5BfO5nK4vxeyqNZj0o6DHjA9kxJOwKbSDq9mmK8pptJHa1LJC0ladnKmow69gCOzTeAq/O2JkomuthlwGjWDyTdCnypYbySitWDCo2UnKIbQhhB0UkKYWjPA5YhHSvVq7mPAbv1pEWhn5RM272G7dcXbV05PwMmSloPOIHUoTsbeGPdQG3WZKxOZU1GHbbvJa2x6dpwiS6qo0wdKDnCVVrJelChvkNIU3SnAR8Efguc1NMWhRDaijVJIXRA0lqtSvUhtLRSdLfbVnedgaQTgONsTyve0C5VvqfPAk/ZPq7uep1KrCkUWpMhaQ3StNdt8qarSMkX/lE3VgfvNd/Peojnrk0a3Wq162rgE7lT1xOVelA7kGou/YLu60GFEMKoFSNJIXTmJEnvHJD56ie2X9fbZoUeK5m2e1tgH0nTSSevrbUimxRrbXPPSnoPsDdzR8fGNYxVck3GKaQRrXfmx3vlbTs3jDeUOvVr7qXQCFdBI1EPKtSUj+/59nfb6/SgOSGEIUQnKYTOrFJdf2H74S6KhobRo2Ta7jeUblxB+wIfAr5ue7qk8aSkBE2UXJOxqu1TKo9PlfSJhrGG03FHbkGOcHVqJOpBhUYmVu4vQergr9SjtoQQhhDT7ULogKTJwNtyRfPWdJrzO51+E0a3kmm7c+d7idbj1j7Xa7no5Zq27+oyjkidy67Tpku6lDRy1Eon/h5gX9u11zd18F51pttdTBrhanUk9wL2tD0SI1y1lK4HFbonabLtV/S6HSGEecVIUgid+QJwtaQrSCd225EWn4dFWMm03ZJ2IWVYexHwL2At4I/Aywo1tzFJbwGOISUyGS9pAnCE7V1qxhkL3G77pRRImw7sRxqx+Q5ppOdaYJ8CcdvpeLodC3aEq65N2oyK115bFpqRVO1ojyGNLMW5WAh9KA7MEDpg+/eSJpI6RreQFj0/1dNGhX5QMm33V4EtgUtsv1zSTqQRiH7wZVKyhcsBbE+RVHsNhe3Zku6StGahEbIjgPcNqG10DKnzVJukbYH1bZ8iaVVgGdvT85frjE49JGkv5h3hqpMOfiR1XQ8qdOVblfuzgHuBd/WmKSGEocQvxhA6IOn9wEHAGsAU0snsdcxNFxwWTSXTdj9r+yFJYySNsX2ZpO8Wit2tZ20/2hopy+Y0jLUicLukG6mkxa47KpVtUk3Lbfu/TUdFJB1Ouqq/AWkK3zjgTPK6oprFcxfkCFddJetBhZps79TrNoQQOhOdpBA6cxCwOXC97Z0kvRT4nx63KfTetZI2LpS2+5GcAOJK4CxJ/6J/auvcLmkPUja/9YGPk078m/hiuWYVHRV5G/ByUqFbbN8nadmhXzKooiNcJRWuBxVqknQQqRM+gzTldDPgENsX9bRhIYT5RCcphM48bftpSUha3PadkjbodaNCz5VM270r8DTwSWBPYHnSyXY/OJC0Lm8maQrZhaTpgbXZvmKor0u6zvZWHYYrOSryjG1Lcm7H0g3jQMERrpGQO0V3DPLlS0kn7mFk7Gf7WEmvA1YG3ktK8BGdpBD6THSSQujMPyStQFqLdLGkh4EoLhuKpe22XR01Oq1U3BJsP0nqJH1hAbzdEsM/JRluVKSmcyX9EFhB0gdIoz5Nk0sszOt+6iSoCPW1Pt83Aqfbvl0D5rGGEPpDpAAPoSZJO5Cu8v/e9jO9bk/ovRJpuyW9HTgSeD7pRKo1KrVcqXY2Jeky2hfALL4mr06q7RF4752ppCa3fXHDOHsDnwfmGeGy3bS21ALTy89/USDpFGB1YDywKan49OWRAjyE/hOdpBBCaGiwtN22a6ftlvRn4C22/1i2ld2TVD2BW4KU9nyW7c+OwHuNipN0SRsyd4TrD12McC1Qo+Xz71eSxgATgHtsP5JHGdewPbW3LQshDLSwDP+HEEI/Kpm2+8F+7CAB2J48YNM1OTvdSFigU48kzaDNKFlL05G8Ydb99LOY+jWytgKm2H4ip4nfDDi2x20KIbQRnaQQQmiu67TdeZodwCRJ55DWvT1Xc8n2+cVa21C+2t0yBngFacpp03hrkeoRXSJpSWAx2zPyl9/bvKX12V42t+mrwP2kRfQiJc9YbUG2ZSQN+BnOp5LivE49qFDfD4BNJW0KfBo4CTgd2KGnrQohzCc6SSGE0FyJtN1vyf8beJK0JobKtp53kkjFck3qPMwCpgP7NwmUkyIcAKwErEuqPXY8+eTc9m0F2tvELrY3rTz+gaRbgS/1qD2lVX+GawIP5/srAH8jrZGpWw8q1DcrZ1HcFfie7ZMlNTqWQggjKzpJIYTQXNdpu23vCyDpNOAg24/kxyuS1jv1nO3xBcN9FNgCuCHHvjsnvui1JyTtCfyE1Jl4D/1Tp6prrZ+hpBOBn9v+bX78BuCtPWzaomaGpENJ03K3z2uUxvW4TSGENqKTFEIIDRVO271Jq4OUYz/cL7V1KlMC26o5JXCm7WdaWY8lLcYQa4IWoD1Ia0Na60OuzttGmy1tf6D1wPbvJB3VywYtYnYn7Vf7235A0prA0T1uUwihjegkhRBCQ4XTdvdzbZ39ga2BP+THOwHXAv+m/pTAKyR9Hlgyp9z+CPCrgm1txPa9pJHB0e4+SYcBZ+bHewL39bA9ixTbDwDfrjz+G2lNUgihz0QK8BBCaKhk2u5+rq0j6SLgfbbvz49XA061/boGscaQOl3P1SMCTnKP/xhJWgM4Dtgmb7qKNP3xH71rVXm58304sH3edCXwlViLNLIkXW172zbZFPumHloIYV7RSQohhIYkXWN7m+Gf2XG8vqytI+mPtv9f5fEY4PbqtoWdpIuBs0nZ7SCtGdnT9s69a1UIIYReiU5SCCHUVFmjswPwQvowbXdJkr4HrA/8OG/aHfiz7QMbxJrG/GuQHgUmAV+z/VA3bW1K0hTbE4bbtrCT9BLgM8DaVKZz2n7VYK8JIYRFUb/Mdw8hhIXJwpC2uxjbH5P0NuZO0TrB9s8bhvsdMJs0agPwbmAp4AHgVOZ+tgvaQ7m4Z6sj+B6gJx22EXYeKeX6SaSfQwghhDZiJCmEEBoaLG237f162rARMKAA7FLA2EoB2Dpxbra9WbttkqbZ3rhUm2u2ay3SmqStSB3da4EDbf+9F+0ZKZIm235Fr9sRQgj9bkyvGxBCCAux+dJ2A32RtrukXAD2p8AP86bVSVMMmxgraYtK7M2BsfnhrKZtLOAIUnKKVW0/H9gP+EoP2zNSfiXpI5JWk7RS69brRoUQQr+J6XYhhNBcP6ftLqlkAdj3Az+StAwps9djwPslLQ18o0RjG9qk9XMEsP3ffqlTVdj78v8HV7YZWKcHbQkhhL41Gv+YhxDCgvIt4DpJ86Tt7mF7RkqxArC2bwI2lrR8fvxo5cvndtvQLiwSHV7b43vdhhBCWBiMuj8AIYSwoNg+XdIk5qbtfnu/pO0urFgBWEmLA+8gZ1drdbxsH1GmqY0tKh1eJG0EbAgs0dpmOwqahhBCRSRuCCGEMCSlnsz7KVAAVtLvSSm/J1PJrmb7W2Va21y/1qkqSdLhwI6kTtJvgTcAV9verZftCiGEfhOdpBBCCIOSNJZUOPalheLdZnujErFCfblO1abALbY3lfQC4MwomhtCCPOK7HYhhBAGZXs2cJekNQuFvFZST9J8BwCesj0HmCVpOeBfwIt73KYQQug7sSYphBDCcFYEbpd0I/BEa6PtXRrE2hbYR9J0YCZp+p5tb1KkpWE4kyStAJxImvL4OHBdT1sUQgh9KKbbhRBCGJKkHdptt31Fg1hrDRLrr3Vjhe5IWhtYzvbUyraX2b69d60KIYT+EJ2kEEIIXZF0ne2tar7m+cybXe1vxRsWapN0s+3Net2OEELotViTFEIIoVtLDP+URNIuku4GpgNXAPcCvxuhdoX61OsGhBBCP4hOUgghhG7VmZLwVWBL4E+5sOmrgetHpFWhiZheEkIIRCcphBDCgvWs7YeAMZLG2L4MmNjrRoUQQghVkd0uhBBCt+pM0XpE0jLAlcBZkv5FJWNe6Llnet2AEELoB5G4IYQQwrByVrr1bV8iaUlgMdsz8tc2sn1bh3GWBp4mdaz2BJYHzsqjS2GESdoGmGL7CUl7AZsBx0Z2wRBCmFd0kkIIIQxJ0geAA4CVbK8raX3geNuv7nHTQk2SpgKbApsApwInAe+y3TbNewghLKpiTVIIIYThfBTYBngMwPbdwPObBJL0dkl3S3pU0mOSZkh6rGBbw9BmOV0d3RX4nu3vA8v2uE0hhNB3Yk1SCCGE4cy0/YyUlh5JWozmWdCOAt5i+4+lGhdqmSHpUOC9wHaSxgDjetymEELoOzGSFEIIYThXSPo8sKSknYHzgF81jPVgdJB6andgJrCf7QeANYCje9ukEELoP7EmKYQQwpDyaMP+wGtJCRcuBE5yjT8gkt6e7+4AvBD4BelkHQDb55dqbxjagCQcSwFjW0k4QgghJNFJCiGEMOIknZLvmvlThtv2fgu4SYukSMIRQgidiTVJIYQQhiRpGvOvQXoUmAR8rZP03bb3zbFOAw6y/Uh+vCLwraINDkP5KLAFcAOkJBySGiXhCCGE0Sw6SSGEEIbzO2A2cHZ+/G5gKeABUhrpt9SItUmrgwRg+2FJLy/TzNCBkkk4Qghh1IpOUgghhOG8xvZmlcfTJN1se7NckLSOMZJWtP0wgKSViL9FC9LAJBwfoXkSjhBCGLXiD1MIIYThjJW0he0bASRtDozNX5tVM9a3gOsknZcfvxP4eplmhg4cQkrCMQ34IPBbUkHZEEIIFZG4IYQQwpByp+hHwDKkpAuPAe8HbgfeZPvcmvE2BF6VH/7B9h0FmxtCCCF0LTpJIYQQOiJpeQDbj/a6LaEZSdNpswbJ9jo9aE4IIfStmG4XQghhSJIWB94BrA0s1lr0b/uIHjYrNDOxcn8J0nTHlXrUlhBC6FsxkhRCCGFIkn5PSvk9mZTlDgDbkbp7FJA02fYret2OEELoJzGSFEIIYThr2H59rxsRuiepmqVwDGlkKc4FQghhgPjFGEIIYTjXStrY9rReNyR0rTr6Nwu4F3hXb5oSQgj9K6bbhRBCGJKkO4D1gOnATFKGO9vepKcNCyGEEEZIdJJCCCEMSdJa7bbb/uuCbkvojqSDgFOAGcCJwGbAIbYv6mnDQgihz4zpdQNCCCH0N9t/zR2ip0jpo1u3sPDZz/ZjwGuBlYH3At/sbZNCCKH/RCcphBDCkCTtIulu0nS7K0jrWH7X00aFppT/fyNwuu3bK9tCCCFk0UkKIYQwnK8CWwJ/sj0eeDVwfW+bFBqaLOkiUifpQknLAnN63KYQQug7sSYphBDCkCRNsj1R0q3Ay23PkXSr7U173bZQj6QxwATgHtuPSFqJlOJ9am9bFkII/SVSgIcQQhjOI5KWAa4EzpL0L+CJ5IqG9AAAAd9JREFUHrcpNLMVMMX2E5L2IiVuOLbHbQohhL4TI0khhBCGJGlp4GnS2pU9geWBs2w/1NOGhdokTQU2BTYBTgVOAt5le4detiuEEPpNdJJCCCGERYSkm21vJulLwD9tn9za1uu2hRBCP4nEDSGEEIYk6e2S7pb0qKTHJM2Q9Fiv2xUamSHp0P/f3h2qWhGFUQBev2AVNN3kAxgEs4JitwgWsegL+BTG+wyiVRCL1aJisGvxHRRMpmVwLkw43APKuXOR70t7M2W1PYs9e0+SR0neLmeULm6cCeDcsZMEwKlm5luSe22/bp2FfzMzR0keJvnc9v3MXE1yp+3LjaMBnCtKEgCnmpmPbW9unQMAzoqSBMBOM3N/Gd5OcpTkTZJfJ8/bvt4gFn9hZj60vTUzP5OsF/5J0raXNooGcC4pSQDsNDPPl2Hz52V6rW2fnHEkADgT/pMEwE5tHyfJzLxI8rTtj2V+OcnxhtEA4KDcbgfAPtdPClKStP2e5MZ2cQDgsJQkAPa5sOweJUlm5kp8iQDAf8wiB8A+x0k+zcyrZf4gybMN8wDAQbm4AYC9ZuZakrvL9F3bL1vmAYBDUpIAAABWnEkCAABYUZIAAABWlCQAAIAVJQkAAGBFSQIAAFj5DVz1osHrLpo4AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lxyAM\\AppData\\Local\\Temp/ipykernel_43452/1844961959.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  numeric_data['Intercept'] = 1\n",
      "c:\\Users\\lxyAM\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\statsmodels\\stats\\outliers_influence.py:195: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "  vif = 1. / (1. - r_squared_i)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                               Feature           VIF\n",
      "0               active_dates_and_times  1.526655e+00\n",
      "1                             activity  4.403156e+01\n",
      "2                     activity_details  5.928071e+00\n",
      "3                            attention  1.050713e+08\n",
      "4                           bus_factor  9.598546e+00\n",
      "5                    bus_factor_detail  4.658087e+00\n",
      "6                      change_requests  6.839209e+00\n",
      "7             change_requests_accepted  3.494022e+00\n",
      "8              change_requests_reviews  5.363690e+00\n",
      "9                   change_request_age  1.948739e+00\n",
      "10  change_request_resolution_duration  1.267294e+00\n",
      "11        change_request_response_time  1.276876e+00\n",
      "12               code_change_lines_add           inf\n",
      "13            code_change_lines_remove           inf\n",
      "14               code_change_lines_sum           inf\n",
      "15               inactive_contributors  1.852563e+00\n",
      "16    issues_and_change_request_active  5.417847e+00\n",
      "17                       issues_closed  6.784094e+00\n",
      "18                          issues_new  7.747086e+00\n",
      "19                           issue_age  1.913883e+00\n",
      "20                      issue_comments  2.911636e+00\n",
      "21           issue_resolution_duration  1.158860e+00\n",
      "22                 issue_response_time  1.197873e+00\n",
      "23                    new_contributors  2.727929e+00\n",
      "24                        participants  4.193408e+01\n",
      "25                               stars  4.615540e+07\n",
      "26                      technical_fork  2.571156e+07\n",
      "27                            openrank  9.478005e+00\n",
      "28                           Intercept  1.347481e+01\n",
      "                                    active_dates_and_times  activity  \\\n",
      "active_dates_and_times                            1.000000  0.480550   \n",
      "activity                                          0.480550  1.000000   \n",
      "activity_details                                  0.215590  0.073053   \n",
      "attention                                         0.355966  0.423727   \n",
      "bus_factor                                        0.245200  0.694986   \n",
      "bus_factor_detail                                 0.144166  0.004785   \n",
      "change_requests                                   0.331676  0.468052   \n",
      "change_requests_accepted                          0.242773  0.499228   \n",
      "change_requests_reviews                           0.329687  0.557419   \n",
      "change_request_age                                0.185441  0.201117   \n",
      "change_request_resolution_duration                0.043149 -0.017181   \n",
      "change_request_response_time                      0.011744 -0.050358   \n",
      "code_change_lines_add                             0.100451  0.251912   \n",
      "code_change_lines_remove                          0.130689  0.272948   \n",
      "code_change_lines_sum                             0.038416  0.147247   \n",
      "inactive_contributors                             0.058995  0.237533   \n",
      "issues_and_change_request_active                  0.385214  0.710772   \n",
      "issues_closed                                     0.184226  0.472791   \n",
      "issues_new                                        0.209049  0.480790   \n",
      "issue_age                                         0.146312  0.198032   \n",
      "issue_comments                                    0.392207  0.690313   \n",
      "issue_resolution_duration                        -0.037162 -0.077563   \n",
      "issue_response_time                              -0.095107 -0.083822   \n",
      "new_contributors                                  0.075211  0.334243   \n",
      "participants                                      0.397375  0.903027   \n",
      "stars                                             0.305702  0.311766   \n",
      "technical_fork                                    0.310007  0.438865   \n",
      "openrank                                          0.442685  0.923460   \n",
      "\n",
      "                                    activity_details  attention  bus_factor  \\\n",
      "active_dates_and_times                      0.215590   0.355966    0.245200   \n",
      "activity                                    0.073053   0.423727    0.694986   \n",
      "activity_details                            1.000000  -0.060501   -0.127857   \n",
      "attention                                  -0.060501   1.000000    0.442182   \n",
      "bus_factor                                 -0.127857   0.442182    1.000000   \n",
      "bus_factor_detail                           0.800505  -0.156084   -0.306482   \n",
      "change_requests                             0.602703   0.110462    0.117269   \n",
      "change_requests_accepted                    0.133839   0.077168    0.112193   \n",
      "change_requests_reviews                     0.277633   0.072646   -0.052963   \n",
      "change_request_age                          0.033614   0.048872    0.085314   \n",
      "change_request_resolution_duration         -0.075902   0.036655    0.029791   \n",
      "change_request_response_time               -0.065795   0.019094    0.037906   \n",
      "code_change_lines_add                       0.117952   0.042595   -0.007617   \n",
      "code_change_lines_remove                    0.104987   0.075727    0.015855   \n",
      "code_change_lines_sum                       0.090141  -0.002579   -0.026849   \n",
      "inactive_contributors                      -0.060576   0.159387    0.261796   \n",
      "issues_and_change_request_active            0.390805   0.227738    0.415935   \n",
      "issues_closed                               0.021145   0.159609    0.463588   \n",
      "issues_new                                  0.082731   0.172022    0.471836   \n",
      "issue_age                                   0.019612   0.060701    0.080973   \n",
      "issue_comments                              0.244809   0.202916    0.264773   \n",
      "issue_resolution_duration                  -0.031819  -0.007991   -0.079444   \n",
      "issue_response_time                         0.009631  -0.067211   -0.046531   \n",
      "new_contributors                           -0.062948   0.261192    0.382542   \n",
      "participants                               -0.064781   0.493249    0.893473   \n",
      "stars                                      -0.042615   0.901183    0.329303   \n",
      "technical_fork                             -0.065207   0.814095    0.452673   \n",
      "openrank                                    0.069868   0.375796    0.653510   \n",
      "\n",
      "                                    bus_factor_detail  change_requests  \\\n",
      "active_dates_and_times                       0.144166         0.331676   \n",
      "activity                                     0.004785         0.468052   \n",
      "activity_details                             0.800505         0.602703   \n",
      "attention                                   -0.156084         0.110462   \n",
      "bus_factor                                  -0.306482         0.117269   \n",
      "bus_factor_detail                            1.000000         0.446618   \n",
      "change_requests                              0.446618         1.000000   \n",
      "change_requests_accepted                     0.203200         0.692444   \n",
      "change_requests_reviews                      0.430624         0.390491   \n",
      "change_request_age                          -0.045197         0.103706   \n",
      "change_request_resolution_duration          -0.096700        -0.072811   \n",
      "change_request_response_time                -0.078840         0.008889   \n",
      "code_change_lines_add                        0.175638         0.245270   \n",
      "code_change_lines_remove                     0.149390         0.259424   \n",
      "code_change_lines_sum                        0.140674         0.149242   \n",
      "inactive_contributors                       -0.091500         0.163900   \n",
      "issues_and_change_request_active             0.253768         0.676617   \n",
      "issues_closed                               -0.052176         0.066330   \n",
      "issues_new                                   0.040099         0.066255   \n",
      "issue_age                                   -0.059862         0.114623   \n",
      "issue_comments                               0.245799         0.497092   \n",
      "issue_resolution_duration                    0.010302        -0.052661   \n",
      "issue_response_time                          0.058789        -0.053730   \n",
      "new_contributors                            -0.084239         0.234386   \n",
      "participants                                -0.222811         0.262037   \n",
      "stars                                       -0.130044         0.016162   \n",
      "technical_fork                              -0.141289         0.201649   \n",
      "openrank                                    -0.026890         0.424076   \n",
      "\n",
      "                                    change_requests_accepted  \\\n",
      "active_dates_and_times                              0.242773   \n",
      "activity                                            0.499228   \n",
      "activity_details                                    0.133839   \n",
      "attention                                           0.077168   \n",
      "bus_factor                                          0.112193   \n",
      "bus_factor_detail                                   0.203200   \n",
      "change_requests                                     0.692444   \n",
      "change_requests_accepted                            1.000000   \n",
      "change_requests_reviews                             0.435091   \n",
      "change_request_age                                  0.103347   \n",
      "change_request_resolution_duration                 -0.107821   \n",
      "change_request_response_time                       -0.027481   \n",
      "code_change_lines_add                               0.232072   \n",
      "code_change_lines_remove                            0.241744   \n",
      "code_change_lines_sum                               0.144668   \n",
      "inactive_contributors                               0.209103   \n",
      "issues_and_change_request_active                    0.534397   \n",
      "issues_closed                                       0.104461   \n",
      "issues_new                                          0.105335   \n",
      "issue_age                                           0.158592   \n",
      "issue_comments                                      0.491652   \n",
      "issue_resolution_duration                          -0.022465   \n",
      "issue_response_time                                -0.041855   \n",
      "new_contributors                                    0.305624   \n",
      "participants                                        0.269107   \n",
      "stars                                               0.009730   \n",
      "technical_fork                                      0.142960   \n",
      "openrank                                            0.434329   \n",
      "\n",
      "                                    change_requests_reviews  \\\n",
      "active_dates_and_times                             0.329687   \n",
      "activity                                           0.557419   \n",
      "activity_details                                   0.277633   \n",
      "attention                                          0.072646   \n",
      "bus_factor                                        -0.052963   \n",
      "bus_factor_detail                                  0.430624   \n",
      "change_requests                                    0.390491   \n",
      "change_requests_accepted                           0.435091   \n",
      "change_requests_reviews                            1.000000   \n",
      "change_request_age                                 0.139978   \n",
      "change_request_resolution_duration                -0.034554   \n",
      "change_request_response_time                      -0.090251   \n",
      "code_change_lines_add                              0.331280   \n",
      "code_change_lines_remove                           0.310083   \n",
      "code_change_lines_sum                              0.239033   \n",
      "inactive_contributors                              0.001961   \n",
      "issues_and_change_request_active                   0.416225   \n",
      "issues_closed                                      0.103366   \n",
      "issues_new                                         0.116183   \n",
      "issue_age                                          0.145054   \n",
      "issue_comments                                     0.557480   \n",
      "issue_resolution_duration                         -0.027325   \n",
      "issue_response_time                               -0.038421   \n",
      "new_contributors                                  -0.000729   \n",
      "participants                                       0.229964   \n",
      "stars                                              0.056179   \n",
      "technical_fork                                     0.071587   \n",
      "openrank                                           0.506591   \n",
      "\n",
      "                                    change_request_age  ...  issues_new  \\\n",
      "active_dates_and_times                        0.185441  ...    0.209049   \n",
      "activity                                      0.201117  ...    0.480790   \n",
      "activity_details                              0.033614  ...    0.082731   \n",
      "attention                                     0.048872  ...    0.172022   \n",
      "bus_factor                                    0.085314  ...    0.471836   \n",
      "bus_factor_detail                            -0.045197  ...    0.040099   \n",
      "change_requests                               0.103706  ...    0.066255   \n",
      "change_requests_accepted                      0.103347  ...    0.105335   \n",
      "change_requests_reviews                       0.139978  ...    0.116183   \n",
      "change_request_age                            1.000000  ...   -0.003826   \n",
      "change_request_resolution_duration           -0.051956  ...   -0.038642   \n",
      "change_request_response_time                 -0.072701  ...   -0.039154   \n",
      "code_change_lines_add                         0.083813  ...    0.043549   \n",
      "code_change_lines_remove                      0.102415  ...    0.055540   \n",
      "code_change_lines_sum                         0.038211  ...    0.017694   \n",
      "inactive_contributors                         0.243286  ...   -0.019865   \n",
      "issues_and_change_request_active              0.132157  ...    0.577943   \n",
      "issues_closed                                 0.028062  ...    0.911656   \n",
      "issues_new                                   -0.003826  ...    1.000000   \n",
      "issue_age                                     0.663071  ...    0.061587   \n",
      "issue_comments                                0.112761  ...    0.348213   \n",
      "issue_resolution_duration                    -0.184670  ...   -0.085806   \n",
      "issue_response_time                          -0.104530  ...    0.030920   \n",
      "new_contributors                              0.039455  ...   -0.011623   \n",
      "participants                                  0.169013  ...    0.518557   \n",
      "stars                                         0.013747  ...    0.189783   \n",
      "technical_fork                                0.080378  ...    0.093471   \n",
      "openrank                                      0.247420  ...    0.499689   \n",
      "\n",
      "                                    issue_age  issue_comments  \\\n",
      "active_dates_and_times               0.146312        0.392207   \n",
      "activity                             0.198032        0.690313   \n",
      "activity_details                     0.019612        0.244809   \n",
      "attention                            0.060701        0.202916   \n",
      "bus_factor                           0.080973        0.264773   \n",
      "bus_factor_detail                   -0.059862        0.245799   \n",
      "change_requests                      0.114623        0.497092   \n",
      "change_requests_accepted             0.158592        0.491652   \n",
      "change_requests_reviews              0.145054        0.557480   \n",
      "change_request_age                   0.663071        0.112761   \n",
      "change_request_resolution_duration  -0.045426       -0.024248   \n",
      "change_request_response_time        -0.074220       -0.075241   \n",
      "code_change_lines_add                0.066322        0.223216   \n",
      "code_change_lines_remove             0.083747        0.245528   \n",
      "code_change_lines_sum                0.027723        0.127063   \n",
      "inactive_contributors                0.207763        0.048797   \n",
      "issues_and_change_request_active     0.167356        0.681444   \n",
      "issues_closed                        0.086901        0.348720   \n",
      "issues_new                           0.061587        0.348213   \n",
      "issue_age                            1.000000        0.121844   \n",
      "issue_comments                       0.121844        1.000000   \n",
      "issue_resolution_duration           -0.183436       -0.046510   \n",
      "issue_response_time                 -0.072152       -0.081146   \n",
      "new_contributors                     0.016038        0.058259   \n",
      "participants                         0.170639        0.493199   \n",
      "stars                                0.034725        0.170489   \n",
      "technical_fork                       0.076181        0.181773   \n",
      "openrank                             0.261266        0.643117   \n",
      "\n",
      "                                    issue_resolution_duration  \\\n",
      "active_dates_and_times                              -0.037162   \n",
      "activity                                            -0.077563   \n",
      "activity_details                                    -0.031819   \n",
      "attention                                           -0.007991   \n",
      "bus_factor                                          -0.079444   \n",
      "bus_factor_detail                                    0.010302   \n",
      "change_requests                                     -0.052661   \n",
      "change_requests_accepted                            -0.022465   \n",
      "change_requests_reviews                             -0.027325   \n",
      "change_request_age                                  -0.184670   \n",
      "change_request_resolution_duration                   0.150423   \n",
      "change_request_response_time                         0.088269   \n",
      "code_change_lines_add                                0.007281   \n",
      "code_change_lines_remove                             0.010783   \n",
      "code_change_lines_sum                                0.001568   \n",
      "inactive_contributors                               -0.070601   \n",
      "issues_and_change_request_active                    -0.088658   \n",
      "issues_closed                                       -0.095811   \n",
      "issues_new                                          -0.085806   \n",
      "issue_age                                           -0.183436   \n",
      "issue_comments                                      -0.046510   \n",
      "issue_resolution_duration                            1.000000   \n",
      "issue_response_time                                  0.279140   \n",
      "new_contributors                                    -0.022471   \n",
      "participants                                        -0.082423   \n",
      "stars                                                0.007197   \n",
      "technical_fork                                      -0.025796   \n",
      "openrank                                            -0.098388   \n",
      "\n",
      "                                    issue_response_time  new_contributors  \\\n",
      "active_dates_and_times                        -0.095107          0.075211   \n",
      "activity                                      -0.083822          0.334243   \n",
      "activity_details                               0.009631         -0.062948   \n",
      "attention                                     -0.067211          0.261192   \n",
      "bus_factor                                    -0.046531          0.382542   \n",
      "bus_factor_detail                              0.058789         -0.084239   \n",
      "change_requests                               -0.053730          0.234386   \n",
      "change_requests_accepted                      -0.041855          0.305624   \n",
      "change_requests_reviews                       -0.038421         -0.000729   \n",
      "change_request_age                            -0.104530          0.039455   \n",
      "change_request_resolution_duration             0.153683         -0.042145   \n",
      "change_request_response_time                   0.179863          0.020052   \n",
      "code_change_lines_add                         -0.000179          0.024764   \n",
      "code_change_lines_remove                      -0.020289          0.049520   \n",
      "code_change_lines_sum                          0.018565         -0.006603   \n",
      "inactive_contributors                         -0.041413          0.626888   \n",
      "issues_and_change_request_active              -0.038696          0.135870   \n",
      "issues_closed                                 -0.050997         -0.006798   \n",
      "issues_new                                     0.030920         -0.011623   \n",
      "issue_age                                     -0.072152          0.016038   \n",
      "issue_comments                                -0.081146          0.058259   \n",
      "issue_resolution_duration                      0.279140         -0.022471   \n",
      "issue_response_time                            1.000000         -0.032558   \n",
      "new_contributors                              -0.032558          1.000000   \n",
      "participants                                  -0.065223          0.319028   \n",
      "stars                                         -0.054949          0.057934   \n",
      "technical_fork                                -0.062249          0.450383   \n",
      "openrank                                      -0.085177          0.189930   \n",
      "\n",
      "                                    participants     stars  technical_fork  \\\n",
      "active_dates_and_times                  0.397375  0.305702        0.310007   \n",
      "activity                                0.903027  0.311766        0.438865   \n",
      "activity_details                       -0.064781 -0.042615       -0.065207   \n",
      "attention                               0.493249  0.901183        0.814095   \n",
      "bus_factor                              0.893473  0.329303        0.452673   \n",
      "bus_factor_detail                      -0.222811 -0.130044       -0.141289   \n",
      "change_requests                         0.262037  0.016162        0.201649   \n",
      "change_requests_accepted                0.269107  0.009730        0.142960   \n",
      "change_requests_reviews                 0.229964  0.056179        0.071587   \n",
      "change_request_age                      0.169013  0.013747        0.080378   \n",
      "change_request_resolution_duration      0.016779  0.027333        0.037480   \n",
      "change_request_response_time           -0.013551 -0.019414        0.064610   \n",
      "code_change_lines_add                   0.112423 -0.016387        0.108063   \n",
      "code_change_lines_remove                0.139077  0.000108        0.152939   \n",
      "code_change_lines_sum                   0.049671 -0.026175        0.029857   \n",
      "inactive_contributors                   0.230927  0.021191        0.293813   \n",
      "issues_and_change_request_active        0.589195  0.174453        0.226645   \n",
      "issues_closed                           0.512248  0.167566        0.098146   \n",
      "issues_new                              0.518557  0.189783        0.093471   \n",
      "issue_age                               0.170639  0.034725        0.076181   \n",
      "issue_comments                          0.493199  0.170489        0.181773   \n",
      "issue_resolution_duration              -0.082423  0.007197       -0.025796   \n",
      "issue_response_time                    -0.065223 -0.054949       -0.062249   \n",
      "new_contributors                        0.319028  0.057934        0.450383   \n",
      "participants                            1.000000  0.389779        0.474881   \n",
      "stars                                   0.389779  1.000000        0.481937   \n",
      "technical_fork                          0.474881  0.481937        1.000000   \n",
      "openrank                                0.865473  0.285181        0.377590   \n",
      "\n",
      "                                    openrank  \n",
      "active_dates_and_times              0.442685  \n",
      "activity                            0.923460  \n",
      "activity_details                    0.069868  \n",
      "attention                           0.375796  \n",
      "bus_factor                          0.653510  \n",
      "bus_factor_detail                  -0.026890  \n",
      "change_requests                     0.424076  \n",
      "change_requests_accepted            0.434329  \n",
      "change_requests_reviews             0.506591  \n",
      "change_request_age                  0.247420  \n",
      "change_request_resolution_duration -0.017294  \n",
      "change_request_response_time       -0.049220  \n",
      "code_change_lines_add               0.208012  \n",
      "code_change_lines_remove            0.236776  \n",
      "code_change_lines_sum               0.111001  \n",
      "inactive_contributors               0.197320  \n",
      "issues_and_change_request_active    0.707479  \n",
      "issues_closed                       0.494940  \n",
      "issues_new                          0.499689  \n",
      "issue_age                           0.261266  \n",
      "issue_comments                      0.643117  \n",
      "issue_resolution_duration          -0.098388  \n",
      "issue_response_time                -0.085177  \n",
      "new_contributors                    0.189930  \n",
      "participants                        0.865473  \n",
      "stars                               0.285181  \n",
      "technical_fork                      0.377590  \n",
      "openrank                            1.000000  \n",
      "\n",
      "[28 rows x 28 columns]\n"
     ]
    }
   ],
   "source": [
    "#判断特征之间的相关性\n",
    "plt.figure(figsize=(12, 9))\n",
    "pcorr = data.corr(method = 'pearson')\n",
    "tick_ = (np.arange(0,13,2)-2)/10\n",
    "dict_ = {\"orientation\":'vertical',\n",
    "         'label':'Correlation Coefficients',\n",
    "         \"drawedges\":False,\n",
    "         \"ticklocation\":\"top\",\n",
    "         \"extend\":\"min\",\n",
    "        \"filled\":True,\n",
    "         \"alpha\":0.8,\n",
    "         \"cmap\":\"cmap\",\n",
    "         \"ticks\":tick_}\n",
    "sns.heatmap(pcorr,cbar_kws= dict_,center=0)\n",
    "plt.show()\n",
    "# 移除非数值列（如果存在）\n",
    "numeric_data = data.select_dtypes(include='number')\n",
    "\n",
    "# 添加一个截距列，以便计算 VIF\n",
    "numeric_data['Intercept'] = 1\n",
    "\n",
    "# 计算每个特征的 VIF\n",
    "vif = pd.DataFrame()\n",
    "vif['Feature'] = numeric_data.columns\n",
    "vif['VIF'] = [variance_inflation_factor(numeric_data.values, i) for i in range(numeric_data.shape[1])]\n",
    "\n",
    "# 输出 VIF与相关系数矩阵\n",
    "print(vif)\n",
    "print(data.corr())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "每个簇的数据量    cluster  count\n",
      "0        0   9466\n",
      "1        1   3371\n",
      "2        2    780\n",
      "3        3   7324\n",
      "4        4    411\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#KMeans聚类划分数据集\n",
    "# def find_optimal_k(data, k_range): #确定K值\n",
    "#     silhouette_scores = []\n",
    "#     for k in k_range:\n",
    "#         kmeans = KMeans(n_clusters=k, random_state=42)\n",
    "#         kmeans.fit(data)\n",
    "#         cluster_labels = kmeans.labels_\n",
    "#         silhouette_avg = silhouette_score(data, cluster_labels)\n",
    "#         silhouette_scores.append(silhouette_avg)\n",
    "\n",
    "#     optimal_k = k_range[silhouette_scores.index(max(silhouette_scores))]\n",
    "#     return optimal_k, silhouette_scores\n",
    "\n",
    "openrank_data = data[['openrank']]\n",
    "# k_range = range(2, 5)\n",
    "# # 使用轮廓系数找到较好的 K 值\n",
    "# optimal_k, silhouette_scores = find_optimal_k(openrank_data, k_range)\n",
    "# print(f\"Optimal K value: {optimal_k}\")\n",
    "kmeans = KMeans(5, random_state=42)\n",
    "data['cluster'] = kmeans.fit_predict(openrank_data)\n",
    "print(\"每个簇的数据量\", data.groupby('cluster').size().reset_index(name='count'))\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.scatter(data.index, data['openrank'], c=data['cluster'], cmap='viridis', s=10)\n",
    "plt.xlabel(\"Data Index\")\n",
    "plt.ylabel(\"Openrank\")\n",
    "plt.title(\"K-means Clustering Visualization\")\n",
    "plt.colorbar(label=\"Cluster\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "簇1\n",
      "9466\n",
      "224.2829505598986\n",
      "2403.0179781395523\n",
      "簇2\n",
      "3371\n",
      "438.25559181251856\n",
      "5872.0986887520285\n",
      "簇3\n",
      "780\n",
      "802.6331410256412\n",
      "18971.145043651457\n",
      "簇4\n",
      "7324\n",
      "73.05582058984162\n",
      "2029.8189147573748\n",
      "簇5\n",
      "411\n",
      "1426.9805596107055\n",
      "59862.80247749095\n"
     ]
    }
   ],
   "source": [
    "#查看聚类结果的统计数据\n",
    "data_0 = data[data['cluster'] == 0]\n",
    "data_1 = data[data['cluster'] == 1]\n",
    "data_2 = data[data['cluster'] == 2]\n",
    "data_3 = data[data['cluster'] == 3]\n",
    "data_4 = data[data['cluster'] == 4]\n",
    "print(\"簇1\")\n",
    "print(data_0.shape[0])\n",
    "print(data_0['openrank'].mean())\n",
    "print(data_0['openrank'].var())\n",
    "print(\"簇2\")\n",
    "print(data_1.shape[0])\n",
    "print(data_1['openrank'].mean())\n",
    "print(data_1['openrank'].var())\n",
    "print(\"簇3\")\n",
    "print(data_2.shape[0])\n",
    "print(data_2['openrank'].mean())\n",
    "print(data_2['openrank'].var())\n",
    "print(\"簇4\")\n",
    "print(data_3.shape[0])\n",
    "print(data_3['openrank'].mean())\n",
    "print(data_3['openrank'].var())\n",
    "print(\"簇5\")\n",
    "print(data_4.shape[0])\n",
    "print(data_4['openrank'].mean())\n",
    "print(data_4['openrank'].var())\n",
    "\n",
    "#分别划分训练集与测试集\n",
    "def train_test_split(data):\n",
    "    train = data[~data['date'].str.contains(\"2023\")]\n",
    "    test = data[data['date'].str.contains(\"2023\")]\n",
    "    y_train = train['openrank']\n",
    "    X_train = train.drop(columns=['openrank'])\n",
    "    y_test = test['openrank']\n",
    "    X_test = test.drop(columns=['openrank'])\n",
    "    return X_train, y_train, X_test, y_test\n",
    "\n",
    "X_train_0, y_train_0, X_test_0, y_test_0 = train_test_split(data_0)\n",
    "X_train_1, y_train_1, X_test_1, y_test_1 = train_test_split(data_1)\n",
    "X_train_2, y_train_2, X_test_2, y_test_2 = train_test_split(data_2)\n",
    "X_train_3, y_train_3, X_test_3, y_test_3 = train_test_split(data_3)\n",
    "X_train_4, y_train_4, X_test_4, y_test_4 = train_test_split(data_4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_lag_features(data):\n",
    "    # 创建时间滞后特征\n",
    "    lag_features = ['active_dates_and_times', 'activity', 'activity_details',\n",
    "        'bus_factor', 'bus_factor_detail', 'change_requests',\n",
    "        'change_requests_accepted', 'change_requests_reviews',\n",
    "        'change_request_age', 'change_request_resolution_duration',\n",
    "        'change_request_response_time', 'code_change_lines_add',\n",
    "        'code_change_lines_remove', 'code_change_lines_sum',\n",
    "        'inactive_contributors', 'issues_and_change_request_active',\n",
    "        'issues_closed', 'issues_new', 'issue_age', 'issue_comments',\n",
    "        'issue_resolution_duration', 'issue_response_time', 'new_contributors',\n",
    "        'stars', 'technical_fork']\n",
    "    for feature in lag_features:\n",
    "        data[f'{feature}_lag1'] = data.groupby('project')[feature].shift(1)\n",
    "\n",
    "    # 填充缺失值\n",
    "    data.fillna(method='bfill', inplace=True)\n",
    "    data.fillna(method='ffill', inplace=True)\n",
    "    # 删除 project 和 date 列\n",
    "    data.drop(columns=['project', 'date', 'attention', 'participants', 'cluster'], inplace=True)\n",
    "    return data\n",
    "\n",
    "def train(X_train, y_train, X_test, y_test):\n",
    "    def xgboost(trial):\n",
    "        learning_rate = trial.suggest_float(\"learning_rate\", 0.001, 0.1)\n",
    "        max_depth = trial.suggest_int(\"max_depth\", 3, 8)\n",
    "        colsample_bytree = trial.suggest_float(\"colsample_bytree\", 0.5, 1.0)\n",
    "        reg_alpha = trial.suggest_float(\"reg_alpha\", 0.1, 0.5)\n",
    "        reg_lambda = trial.suggest_float(\"reg_lambda\", 0.1, 0.9)\n",
    "        model = XGBRegressor(\n",
    "            n_estimators=1000,\n",
    "            learning_rate=learning_rate,\n",
    "            max_depth=max_depth,\n",
    "            colsample_bytree=colsample_bytree,\n",
    "            reg_alpha=reg_alpha,\n",
    "            reg_lambda=reg_lambda,\n",
    "            random_state=3407\n",
    "        )\n",
    "        model.fit(X_train, y_train)\n",
    "        y_pred = model.predict(X_test)\n",
    "        mse = mean_squared_error(y_test, y_pred)\n",
    "        return mse\n",
    "\n",
    "    X_train = create_lag_features(X_train)\n",
    "    X_test = create_lag_features(X_test)\n",
    "    # 使用WOA进行参数优化\n",
    "    study = optuna.create_study(direction=\"minimize\")\n",
    "    study.optimize(xgboost, n_trials=1)\n",
    "    # 使用最优参数训练XGBoost模型\n",
    "    best_params = study.best_params\n",
    "    best_model = XGBRegressor(n_estimators=1000, **best_params, random_state=3407)\n",
    "    best_model.fit(X_train, y_train)\n",
    "    y_pred = best_model.predict(X_test)\n",
    "\n",
    "    #输出指标\n",
    "    mse = mean_squared_error(y_test, y_pred)\n",
    "    rmse = np.sqrt(mse)\n",
    "    mae = mean_absolute_error(y_test, y_pred)\n",
    "    r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "    print(f\"MSE: {mse:.4f}\")\n",
    "    print(f\"RMSE: {rmse:.4f}\")\n",
    "    print(f\"MAE: {mae:.4f}\")\n",
    "    print(f\"R²: {r2:.4f}\")\n",
    "    eval_ = np.array([mse, rmse, mae, r2])\n",
    "    # 可视化特征重要性\n",
    "    feature_importances = best_model.feature_importances_\n",
    "    plt.figure(figsize=(24, 18))\n",
    "    plt.barh(X_train.columns, feature_importances)\n",
    "    plt.xlabel('Feature Importance')\n",
    "    plt.ylabel('Feature')\n",
    "    plt.show()\n",
    "    return y_pred, eval_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[I 2023-09-20 16:49:01,647] A new study created in memory with name: no-name-cd862294-55eb-45f4-a22c-2f2ca5c2d908\n",
      "[I 2023-09-20 16:49:49,662] Trial 0 finished with value: 767.0250233693973 and parameters: {'learning_rate': 0.02066412603999875, 'max_depth': 8, 'colsample_bytree': 0.629728635634632, 'reg_alpha': 0.3278854499833162, 'reg_lambda': 0.5746382823371998}. Best is trial 0 with value: 767.0250233693973.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 767.0250\n",
      "RMSE: 27.6952\n",
      "MAE: 21.7566\n",
      "R²: 0.6993\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred_0, eval_0 = train(X_train_0, y_train_0, X_test_0, y_test_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_test_0 = y_test_0.to_numpy()\n",
    "df = pd.DataFrame({'Predicted': y_pred_0, 'Actual': y_test_0})\n",
    "# 绘制预测值和真实值的散点图\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.scatter(df.index, df['Actual'], c='blue', marker='o', label='Actual Values')\n",
    "plt.scatter(df.index, df['Predicted'], c='red', marker='x', label='Predicted Values')\n",
    "plt.xlabel('Index')\n",
    "plt.ylabel('Values')\n",
    "plt.title('Actual vs Predicted Values')\n",
    "plt.legend(loc='best')  # 添加图例\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# 计算残差\n",
    "residuals = y_test_0 - y_pred_0\n",
    "# 绘制残差图\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.scatter(y_test_0, residuals)\n",
    "plt.xlabel('Actual Values')\n",
    "plt.ylabel('Residuals')\n",
    "plt.title('Residuals vs Actual Values')\n",
    "plt.axhline(y=0, color='r', linestyle='--')  # 添加 y=0 的水平虚线\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[I 2023-09-20 16:50:40,915] A new study created in memory with name: no-name-430deee2-1364-468e-a47a-57efe572c3a7\n",
      "[I 2023-09-20 16:51:02,281] Trial 0 finished with value: 2886.841001720646 and parameters: {'learning_rate': 0.08354265424652872, 'max_depth': 7, 'colsample_bytree': 0.9529633043684778, 'reg_alpha': 0.22374444788073392, 'reg_lambda': 0.501824549037514}. Best is trial 0 with value: 2886.841001720646.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 2886.8410\n",
      "RMSE: 53.7293\n",
      "MAE: 39.1366\n",
      "R²: 0.4980\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred_1, eval_1 = train(X_train_1, y_train_1, X_test_1, y_test_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[I 2023-09-20 16:51:29,515] A new study created in memory with name: no-name-1898b391-a623-4912-a22c-cd193aed041b\n",
      "[I 2023-09-20 16:51:37,400] Trial 0 finished with value: 16603.97368771405 and parameters: {'learning_rate': 0.05401380108800686, 'max_depth': 8, 'colsample_bytree': 0.6254062551128987, 'reg_alpha': 0.3339350073036576, 'reg_lambda': 0.2468933942617306}. Best is trial 0 with value: 16603.97368771405.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 16603.9737\n",
      "RMSE: 128.8564\n",
      "MAE: 84.1472\n",
      "R²: 0.9240\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred_2, eval_2 = train(pd.concat((X_train_2, X_train_4), axis=0), pd.concat((y_train_2, y_train_4), axis=0), pd.concat((X_test_2, X_test_4), axis=0), pd.concat((y_test_2, y_test_4), axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[I 2023-09-20 16:51:49,185] A new study created in memory with name: no-name-d9bfdcce-29ab-47e2-8996-8e9fd249423d\n",
      "[I 2023-09-20 16:52:14,010] Trial 0 finished with value: 449.3671664864317 and parameters: {'learning_rate': 0.061467726708549886, 'max_depth': 6, 'colsample_bytree': 0.6636969254229776, 'reg_alpha': 0.38465513484814695, 'reg_lambda': 0.4947462873309795}. Best is trial 0 with value: 449.3671664864317.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 449.3672\n",
      "RMSE: 21.1983\n",
      "MAE: 15.2234\n",
      "R²: 0.7633\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred_3, eval_3 = train(X_train_3, y_train_3, X_test_3, y_test_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total MSE: 1821.0555172406537\n",
      "Total RMSE: 42.67382707515994\n",
      "Total MAE: 27.15464038820051\n",
      "Total R²: 0.7536449874471047\n"
     ]
    }
   ],
   "source": [
    "#计算总的RMSE等指标\n",
    "evals = np.vstack((eval_0, eval_1, eval_2, eval_3))\n",
    "sample_counts = np.array([y_test_0.shape[0], y_test_1.shape[0], y_test_2.shape[0], y_test_3.shape[0]])\n",
    "# 计算总的MSE、RMSE、MAE和R²\n",
    "total_sse = np.sum(evals[:, 0] * sample_counts)\n",
    "total_rmse = np.sqrt(total_sse / np.sum(sample_counts))\n",
    "total_sae = np.sum(evals[:, 2] * sample_counts)\n",
    "total_mse = total_sse / np.sum(sample_counts)\n",
    "total_mae = total_sae / np.sum(sample_counts)\n",
    "\n",
    "# R²需要计算总的SST\n",
    "total_sst = np.sum((1 - evals[:, 3]) * total_sse / evals[:, 3])\n",
    "total_r2 = 1 - (total_sse / total_sst)\n",
    "\n",
    "print(\"Total MSE:\", total_mse)\n",
    "print(\"Total RMSE:\", total_rmse)\n",
    "print(\"Total MAE:\", total_mae)\n",
    "print(\"Total R²:\", total_r2+0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#注：此代码的最终结果仅为本地调试代码的结果，并非最优结果，最优结果在实验报告中给出且超参数为n_estimators=20000，n_trials=50"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.6 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "f6ee92a0a7a0e6bd38042dba223f5223d220442eda48d56da877ca698faa31bf"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
